{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from imutils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YSJrIYyw1Lpq+OPFoLv4xi9Loq8Q5vu0OHn7v7/Kxy6/jyqP3F05e32nByjZ3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\nWqhq1DjF1EJVo8YpphaqGjVOMf8Paa5dW4M27JoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeadfedd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1440, 1080, 3)\n"
     ]
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mnWltPiT8uciVWBQIfSL5IqRAd5qtJQ4dDI4e3DuMCrrJAJAh6kIIlrFYHWto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\n5qX0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeb2b76a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "width = 150\n",
    "high = 150 \n",
    "image = cv2.resize(image, (width, high))\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RUM/cL2LSvc5K1Z5BJyiCaYd27NrTzemB6wglIk+UKEPKSCBP7mPXJ4Xgc3+/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeadebb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(106, 80, 3)\n"
     ]
    }
   ],
   "source": [
    "image = imread('image.jpg')\n",
    "width = 80\n",
    "high = int(image.shape[0]*width/image.shape[1])\n",
    "image = cv2.resize(image, (width, high))\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NdR4/lijJ1aawyiqrNHImkEKnQpKtqdz9OUTV1u55AIt2/emd+tjUtG0T9t1rcwSiVY5p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\nPHjwMAGeUfDgwcME/DdXD7dQ1l3wbwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeb2c5d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 5种插值方法：\n",
    "# 最邻近\n",
    "image = imread('image.jpg')\n",
    "width = 150\n",
    "high = 150 \n",
    "image = cv2.resize(image, (width, high), interpolation=cv2.INTER_NEAREST)\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mnWltPiT8uciVWBQIfSL5IqRAd5qtJQ4dDI4e3DuMCrrJAJAh6kIIlrFYHWto\n5wNTXCCkaMnRuaYckV4VHROwGIVhiTIximUc5pwNtRaIMGttBCFk6pM0xmgUbtHRbK3LYt+3GdWu\nlUAbh5Qn3DDzJsKVI1tgFa5SgESAlIIs7RClmyKaGRkpQDOK0lnCB/+gLgLf/X3fgt//3Xfg/FoN\nie2XvS1eW7Sop4NT+HopZCFYoHFauIrU0rgRz8+6GeOvS6G9IIohmNLQ/+zCt+aoTd0/xaVeSx3P\nZ7KzMdt5JzULSIv9hngQxtW5uk3o8ouP6wDOYjL6eo+C9FXPxZHJDlmV7bkOGBJH2KAOWbjvBTAo\nux+Tp5OT+XCSk5xkkKuhKWxCXx1vX3pdxDBBvGPJMc1Q6GHEQdHAiBrTkFjddfr9UpxRmkNsxhjx\nUNkWZvGp0jlFlFTPv7O/g12c3H26Yyi5qAYzGzDqvAGfAJhmAjTwjgsp+WtZfj2AXLKZIqBDZxVQ\nVVFfYFWkgHTnXhlRw2spmRMWAGJsSEIK+NZv/Qb9iN0OoAYmCyxYDHDTEZ3iIik13byBkpYVc4iI\nsbNK+TCwmNN4fH5DGnaMQ+jUn08OSHWsRiZkHKOU0Dkw3D2ryt66T7VFnqwWnmrOjfexWpa0Mam8\nyal98v/7fh47vkZcenu7BjGOmX1/hBj2MrkSiwLgBoOSofcyElJST3ruxdBEzJNdB6tHBuY0gdUU\nyQXc8AgRY8zX8wQEAhR6OAWxRCVmARxnwDFbWUOdSgwT0qjy6aT0HBeKC/AEHPrw5zhjbTTz03Rm\nhVt3MRmPoZ7vfSSqys7z3FmSieDrig48CSEiqvd8FhA7PwL162pc/FnPfQS3Gynh8rGMf/O6X8H3\nftd3AgCupYibjQFbcR96fg5dldYIwzRNtS1NtU8IVpQXFMw/Uv/u+IWegEQ4o+jMxDFzUungKBBy\n6gzWaAjETCsAsRBlPbaZZq09ek1NVFuo4HzaWUhQUEZ+C+qLqmeg7v4dAhMOKmZv2z+iSwm9MOyY\nJellGzEzZnNhx9d470bByXw4yUlOMsiV0BRYxiQclSRku8sqDG7e6/3SkY61JHrqEYvCgwdfHTdZ\nHM9C7KnKMUag580gTWTORhEx0AcRIYoiIiMutIhnipiiS445nwf1sygHQIqAUa6NEY1EwZx7woKp\n7a5xcs4hIlOXt+na3stcUW/tlJAxUXdm2rimBBAbBdpZjlhKZSXK64TiKg/t2lDe+uwFfvW1rwMA\n/My/+R08674nkds5kBnKiDDtIuJezRyyhLDp/NzMpZQSYkqYddCJwI4arROXMs7bsxy0BwmDluDN\nuVApjFv/A2bS2gwB0grBXuQR45YwAAAgAElEQVQNBwUBZ+QQoflQ/Z5ide4GG1xAcxeq09shQo/U\nhWQRRBbQhoi1t1/7n0w7LbK490EGk9E/8xBCrzDlNJBc2EyMzyUKcSUWBb8QDDDPELC0CcrCFmoR\noXHAB2gqY98o1EKIxnFXM+HUkYDOpCzSQCXNYx4iRHp4aXLJOeIUq+thZ/dmEVybz9r1emQk52LF\nooIElNAnLjMbhRaFsbiMAm1KuRzgwoWP2q7MbOXZInXuQm+fVhPBJ8skV9IuQCd7DBGv+apXAwD+\nwT/6J3jrmz8AAPjFX3snfuzH/y6+7iu/tl3hNs5CT9wp9v4K0CjDAgXcf//1PuaoKEfts2awxg19\nu9eXjWcgRGCD8PRj5KnZ+Ij6HCxqcGiaVFu9RX/WFdPc/UMxdPp8SG+PJuVZ/x0fg5q51WQ6pKbX\n871PQMPtPuIVI438HhvfmzKFL8t+yOS0osp3ywvYyMl8OMlJTjLIldAUvKNkIEilALT4qywLAmkN\nwgzf9AE3IF31XXNGac6kHfXCr5CENPdVFtKhwVX9UydkJztNKWxUsGZKUERe/a7VMfWUAlJUbgay\n6EMMNVHmWAGW+nu7AxEK+92oq8WLCCQ7IA333Y0b/uC6zKBG2RVTGrAE3skmsmBtWti6EPatkO+1\nwnjXu/8IAPD3/of/DX/xL/8lAMCtT38EP/aPfgN7bqnTN74A9zVmZwBYyr7dZzQFfNIQ0IvbxEiG\nIYmxq/8Di5DXBlC1Yq9+fy6pwRHUIhD9u03TANR0fKvNkAKKMPLaqfo0wazu7B4a37XYnYuYMAGw\n+dQpBMfEJwANWp0z94SsWEF9fp6qabwsgBWxQNdavDOb6EgHL5ErsSj4gRzCNKWY7T+GXQSdEp6H\n826VsV4fc52gsjszwEz9vk88X+MPm8nlH/CYjdfBNkSeS1CwC/3+q5nNZMzMNXuw+z58jgMAEEZ1\nWP/XzzlnlNxDXx7Uss3L8GN52Yvjr12953UiPu8rvgePfuYZAIA3fezP4lf/jxbevPHN+NGf+wTm\nF/7Nes9Hf9L8BSKCBF2sCKLEMptKT0QEjv159rpIGHwl2uKBBxKHiWvHkuC2+QVbc0sXJZ/XQkQD\nn4KaCCxcC8Sqar7x5h8bfw8qUxNFX07/mzftRGSIktlLnSbEeGhqAzWvwUcce0JVcfMH9ywn8+Ek\nJznJIFdCU6hOvCo+nZUFQzksS2+QziJUHUPRyo9L3iM7L7dW813W1XLbr00EEXWMAXculiFiMYpL\no3bcBOuipkRlL/agliw9xVqzN4XH7LW4ycWA26lYOuCHQtvdeEJqzkGmSu4aLUWXcdYgwb4eAgtb\nSrTXEmSjK1cnWlOFEbC/9gMAgOe+8Ovw0EOvAAC86dEPY//rbwQAPPXRNyM88Ew8b30WAGD3yn+A\nr//idwIA3vjT/xgFzelKrraFg98a0Ij7M/SOX2WUysTDFjd46wFz4vlde6gU7XIPatm99ix19/X9\nVzoM8vtkdOp6OqBA81EkD7PWSMmAU1A+hHbToewfRjo8T8222zVHJ+jIc9O0cDYH5DiPHbks7l1V\nuBKLApduBoRJcKH5DmvPRWAm5ItqCszzDDWJNYRlD4UL9EXOksDS6NRAWNs5e46W8x9CAGiPxWjd\np6OmRFVl+0LCulgJ14SWdihzV9mExTzZdi80fHya+iLBK2BAmGCIwiklC8MKE1bNz8grPBefR7uF\nEIy8BJtELW8iFMmAaP3DCVM7JRegfN/3AwBe++O/hyeeXRmcwzOfi1e/6EUAgPelJ3F792LcuPkW\nAMDFxZN45+8+DAD4oR/6J/iRH/5bAIA7NDlPvyBoHkmsE5xiV9M7MAmWL8J5tRfZh2C1L348LfGp\nFAN8ERHyOr5Ien6M0dTksEEBqkzTZN77zIyUwsZsUL/UCp1zdT726MMYGelnbjehkeRGow+TbWpC\nly/sQ76L+y2CDKS3bqG+d5ErsSjspfTEnXXFkhVC3G19ZkZLfsOalwG1N8CJY7ROLc5pWa+jobbu\n5NNdymCgBItTY3iIEZpc5aGsdVHBEA/WlZ7CuLrr51pQ1O2YGDMLQ9TqzEAuatOSOe1ijCixVyI6\nYOhxVPgaF99mctY+adXlMLTzJS+piU6vLxEPPadCma9/8l3YPav260UvfDk++u43Qb7kTwEA7lv2\n+FT4agDA3/+5Z+KBZ7643vPxD0Gac5gh4LtwBtr9abPYtd+PcVgMIVpnn/ekNoE+c6BjHbYv60FI\n0rVJvRq6CA0YmGHn9otFX3yPXVfvaZ9d6HA4Rg7bcwy5uG2L+VocZD8eIeS5TE4+hZOc5CSDXAlN\noZRua+1zrwRUyoLSVt2FA2ZdDUWg9L+FS0eZARBmw4tzzihuB1V7cctUNEQYeO0sQtHxBRaXhCXs\nit0SJBBuNPDSHPru5nckv8qXUoZKQPM07lTK6FN3qjYuZbVdS6+l5xSXok0UzbTaUbC2+H2oFkud\nXYiVsVfbiiZ8/J/Wjz/4U1+Ct76hpRe/953IH6thx/se/Er88I8+H//jj7wLAHDtxlN4Gb8HAPCL\nH/kQXhM+W9t1HrBbu4mgarX2QYUBy+vw3Ilbr7xK4bEYjI6bjRndfTf1IXA997Jd14/btmKVii9E\nW1X5sbITAKPZOwZY2s7B3rDNn0M0xVWLEpjJMTTa9UtcwtfTyZVYFDxB63bgfcjRq8hDnr5TESs0\nWQeYBs4CP9n85+q4ai9sHglL/HXtgQph8iXHnPo+TaPT6Rj+IoQw8EpWqHa3SX30zvwADg1XbeJx\nDItl7BWw8pmFALiFxIrIgg4C82a7M/Bd/1097id/4SncXj4NAPiaj93B++9/tLbl5rvw3/+dX8QT\nr/puAMCzn3ocTz63OiQflOuYP61Vu28NE9+HyraqcK+w2tvkX3w/J3ZUoenHiGOHPjlbe3h+lyQj\n6WdbbEsx31FIcejD4AfBmGx2DIVKOOS9OObv8cRCifscKZGGRTIlWFhdr7EV/90J0XiSk5zkTyxX\nQlMAXMJG2CT3OB3K6MPKmH/v/xeHVNuBYU6fQJjIAYQ22oju9JkEu/bbHCKQOmv0sEsYOWfdjdWR\nU6iXTN/v98P9fFuLiOU4ZAqQRkd2PgUgzgfnJNSajXr/LZjLA7Y0PMnCgCvKC7cDHjBBO0z9b/yr\nPwYAvPxTt3Hz4VsAgPekGa9I3wsAuP3gx0G7v4EvPvtYHafdl+Ij7/sQAOArv/FL8fi/aJWrZB7a\nuN31vRahlaD8DlzHu5tctoM3p3SQQ0RjrcrUGJRdVamt1rAFNnlRlqIi3HPedVdvpm3chCHzJVqI\nv//WnPTH6pwR5/SswNQ2ViKYp2kA83m16piZ6s0iweeZ+SAckFqb10SQpv7mtVjlnjULVm+PWTiP\nEV14LiTCeYu5zykZeQZxV1FrqTlXnVg6L/4kYlEGjoyARiRyiT1YY+HFricCXFws7tqH6nOtFOQm\nj2Sr4YANuhG5mklrqCG6es1qg5pn3sW2icjCq9O0G8zS3KCwU7o2hMc8tDtn4B3zPwMA/IXH/jpe\n+LKa/fjkt3wCn635TPjg6x/DIy/6JJ59+7769/494HA/AOATb/8MzkjRjWQvO5EMFgvRWKlbyTIm\n78fhmkgGwDgugFq2T00wvdbUVOk1RZRWTLdAkNwI+HoMPvQHYIBgX6aK+/ogRcSttzL0xT9bq+zd\n/BvF6eaxHN5zi5Tc/j3St/tISDent+0Ghsj408rJfDjJSU4yyJXQFG4uF5Z665fSGCOWckhTNeDg\nicCuLHikZGpyDLHzGRD1qIIEZLcCTzSqXL6oqmfRObaDsDCkdFWyMENTsmKMmNoWGCkOJo93HAYa\ntYMhp8FdS00M5jKon1tHpSY+eQZjva/2pZSO66+O1mrqpDTh5f/qEwCAr/7JB/CP/9c3AwBe/syv\nw5vf/REAwMNf/jDe8Ycfxc1Sr/0wzfj4fTVd/ZXpU9greIYOHZpefHuOJYd5xxoBVvch4XKW4pgi\nYuk4jRDVUdsdzarpBa/tHWnXdtfd5jJ48WStqp1uo1wAMDkzTR3kIYajjsCJyWAWaxjNkxACinTz\nVIvheNk6Q+9VrsSiwKXgQgE1eRse6g9Boyq1oz5bbOTO04ddSjEyjgsUBCU5oQRZe0gxOyCREDC1\nwiIBCQtUFe5ZfsydOr6+UCN4RnPuQwBy64qvYz2lCZF8cg0AR4Em7gErlbvk0daOsdhxMcwoTX3k\ndTVos6vvWtVXtwgQjS+D5xB8Bt4KAPiv/89fxgP8EADgY4+9Fw/far6Kd74Nz08fx2fSqwAA80vP\ncT3V+382vw3XVZUHW3LUsQX1bva39tPaj76+HAP6ZGXt5gkxut+dWu59AETdIj/I3gyHL2iQ9ogc\nRfvQZo0EiNimdKx/lyVxHVtshA7HbYTKO9bo2Oe8tYm8f+7eF4eT+XCSk5xkkCuhKdwpqzELV0LR\npjKua6+35zy3h6pjZxBmZmRWM6EWPgGAzC4ZZV03WPOu5u0DY9lX59q1aQewOuAyFqV2y9mgyHnN\nSBh3FlLsvsNf6L2ACriaJwc7tn9GJ2Y1Wfp1DZYcIphXwyZAes3DnLOliG+hvNzGJYZDRqcBsNto\n1r7wS1+EL1qeAwD4tw8mPPSuer9nvfoV+Miv/r94xTe/EADwvo98GN/4qi8AANz+6f8bn5Ub7cI9\noQ3ORNjK1nF7GcbftDnQYEJq/wCAQjKTsTahR2zG69YrHROWw107toQkdprPGE051A62IKltn+/2\n9+H3xzUGa7Nri9daFQjIn29szmsRK5B5HgRx1xaFNFlG2/VdwK2lTZwpgXP3JIfgEGUgXEi3ya2G\nIIvx2AkI4vgShyIzpZsmF8uKEKpaXKRYZmQFtehLyCBytObMSK6AjFf3vN+CJR99Sba4fH1AFxDA\nIR1DSMj5dutDMcKP8/OdFQaZKAxmgZLUiGhlYl1II5JxGxA+/YV1UXzkDY/gzoffBAB46d/+M3j0\n96t/YV2fgQef9xHcenu959fc/wDe9Nbalpc+tgd2SlkfEB1N27HsTO2PyvYYtQQyOVOqTXD/Gqkp\nJVitane91viS1nFo88g/j8GUOnxBueUneERhf7bAMZplLt3XkzBesy5S4zhsJZP7Tfp51jcDo43F\nXnqRGjIGdD5+i6NyJRaFZcnW+VtyAdLMyJWHNFRNjw5ECC4xJWeX+ORLjFMvO1ZDRf0hdtuLUGKy\nCshEY8bamj1hS7tfCMago9ITegg5d45HQy26lOZc7iDEM0RL9RxfCm9T59Io6kkAY/phJEqY7+tj\nMNQ9UAckc5/gG0JbSOevrFWqO+HL/Pg3AAA++lU/hZf9qT8NAHjks+e4cV/1L9x578/iGS94Nh74\nD74IAPChDwX8tz9Q45U/+Z3PQ+GbAIBJyPgiJZD5TVSm3J+nOkcjNtWg9VECllKtFPT+aseQi+0L\n+30LK74MJn3c/h59Ix7bAmBTku4wvKgp7ebH2MwfTwC0vecgTqPyWou2uRLSHtEa7j1J8uRTOMlJ\nTjLKldAUvO09cCMQ4c6dO3YMHBBkDFG63Af05JBlWREnTSOtNN1A4xzQlRlAcSmmW5Zoj2nXW5bQ\nNz1hAYLzHhMZEMqnrk5nu8E+HPD+G9mmOOtYzNbNiJKcaQRAk708twAA7C+qfyClZBuPT/QCgDhN\n8FrqHGvE5RUvfCXe89r3AwC+KH4U+eOVSOUDjzyE3e41eOgNNSFK/ljwwx/6OgDAA49/Bul+TzJy\nvI8AsChHCGGgE4t8/HgvRLQxHw4RhT7U6WWbe3HZ+du//dgO4dIjoUu7butYbOjMY7SDIcQDH8n2\nuur32VaQ6u0a+6afe/3Mg8tfKldiUfCQU6KIO1krMMc+WSgMzsR1Pd7LGMZqOXcaaCClYKSunio7\nhIAoDI3iFR6Rb1lhtlwQWvZbIupU30EQCZjaAzyfdgjNJ5KkOweTkAFNhRPWLEitrkMSGhaIYTEI\n/rPDVoDg55E4R9dqtSp6IDTnbBMnlIApxg4hL2zq55QCzvFBAMBD8/Pw2JdVk+EjH4t4/p16w695\n5KW49vUvx0daxahPpQ/iRS9/DABw/Q2Cz2jdDGRbPQUyaMMDHmHjRyiX6K/FhpywkAzWCLn/vfl4\n1GnZ5tsxx7WIHJR40+/9orC9rl67zq1xMX86YT5eqXtIGmOu1dVd8WJtdqX1V/Ohk8sydb/D1nS7\nm5zMh5Oc5CSDXAlNQXHhABBCdzrdub0Mqtj+QvoxLtR0DASi4tU1qwMoYsxNzNzoujUvgTq+3UUC\n4m5nuykRIRpSMqBQD3cRBKltaXOIEO2XkDn9lLpcQ193S3W3+2/KkMNpIVVlhF07WZQhgJkOrlVK\nQSaxoimJ2HaHlTPSRT3uk7cyvua5lUNhuTWBv+87AABv/4VfxvJbH8VLH6v5DhclIv3yLwEAPoGd\nOXcDypCzsBWvsnuz7ZjK7+cI58rU5b33x+5ymSmw1Uy2u/4xbUDnmVfZPRDJOyBjOKKd1CMvNVmO\nITT993vOEBFcrB3FqmFGIsLaaPX9nE3Y8IDeo1yJRcGHBUvxiLY0dDwmfanZVF//YFRGe80TqqpZ\nkGpJLTRfA8HQjh5CS+iwNwIMC1BKAU3dnpzQowwlEDRVpxAQW/szxJJ+ajJTRm4VnYlmsylTSpZc\nxcI400UFvRwcQCjUIy4UBMGFqhTnIRAotcKyB0LM7hjAikQxEKfmB+GCT1+vfogPvft1+Es/9AMA\ngL/73/w4PvFjbwMAfMPXfis++cnP4g++veIUzl7783j8ekvIWi+gtlgmspDy08mxbEoAd13wB9jy\n01z/6fwHHaHKQ0jSm6Lr2olop2k6WDS25wwvYqwbwbHYAtHx9hktIIB1X6Md3MLtZalRKL2O3Uo6\nf2iOjsPiEkzGMTmZDyc5yUkGuRKagveYVjBSj0QMkYVL0GGeDusypNfoLY4W/65En526Ozt0oqf7\nFhFDhwHALjhTAoLoMQBqD8SOiQ9EYAeqiWE2MNSKi45hWLvJlFKycyhERCtFf8QzTepxZmhyDBFZ\nQtA0B+SsCVWMqke4+zT39DQRpn3d9V9xc8ZPvq2aDxcvfy6+4Y318/t////B9JpXo7zlyXq9kFDe\n/eu1b0yY0dXvBX1XDkeYrWuby9Fn65GWW/MiMA+7+LF8ia1mcdn88cjREILtqpourd973Mn2/NQ4\nMEIIVqdTYrDkKMlqbnidRlPhAX0VNVlN2+/nLxGhrKqFyIBHAI70H3DqyNGuH5UrsSh4wA2w8QNc\nYpP6BJJthZ/LVEW97s2bNwfV84Kpk47ImIHpP3u1UE11H7LUvzX7cF1X5NRrA5w18FHOGTnnAXBz\nTBVlZkOkERHSJbbqlt9vaLdjFtb5Um3V8Xiz1wVWQk6e/EM8+muV2fkr/sr34D2vrlmSt+6fcPY+\nxjP/ajUf9n/vF/DUE4/X+6wZOfYFPuau4ib3KLeJO9vwq/bxmK2dcz44x/92bByOifcDKK+nP08p\n/7S922fkQ5J+zmo+VckFwZ5ZS8LSULYIhB2XI46HxH0bibq/q/pY+txW0zi783POx1junlZO5sNJ\nTnKSQa6EpuDVsqOstjjcTVQuSzry593tWiI1ws/O8Qi3U3kKNn/PlXUFBzgF52Un8NpVzlaLBpRW\nLBYmp8GT7VmZKnFrPfCMAEoa8y9Ycejt1naKfWYArvJS0d1MrAZEHbNhFHuUgll5wHBzeQpf+pmq\n3fzbf/mvsftoJXF99ktfgvPnPQvv/fWaF3HjC+9gd7tqChdSMGkxlP2FMQVNEiyNHFQL3moOAgmB\n5XjN0MmlMWsfMxfEEIcdrQ/HOC5387qzmoeRIEe0E68BmDbr0tpXmzNkIKXCjODwI4p5SFOAsG9n\n1w70vv5/vWfXdBnTPKPkcHAcMxtvhyBib+3quTeLPB3NbZcrsSh42+2yl/+yl33LV3g3OfaCb68v\n9Q873hJQWMwrLSLYu5yCXenY9xDCQPPlK1h782NrMg0kKdIp5lnGxahe8zBkN+L4e5+CvVRkWZJb\ntXxrJq1Usxzlw3+M53/Pg7Utv73H/ktqrsODn30uPvr778E3vuBlAIDpg4/iLeoHymPV5dulquA7\niohL/X437yr1frdnBnSmf07FLaQq0sK5vlDLMQX56ebEZRvGMcZmfWZ6l2oa9nBx9JuGu25yZmq+\ni5l3jE8h59yjHfPc2nM4hz3XSGHG2sBLZe0JWQpouxc5mQ8nOclJBrkSmsI0RcTmJV+W43nyl8Wo\nfckvlcs82cc497fX237uGkSH6YYQrLhGSqk61pQqrBSs7jitZRkRjYVIL3TM7Kkqan0sd4rU7Ego\nNVuHuG7FZ3Yq8W29oJpl2YhGvSOzX6+bJkVqlOH8y16M3au+DABw32+/AfitDwAAbt3/Qdz69x7G\nI/9+5Vr4xLvfhlRqZmScz7FzOPypuGejKnobS0tdRo0IaZtK0fGJpmDLUOOgeeZD77uHrXsncr/1\nISzZowY8sMvnwXhn4la1Tw1HEJ355rULj79ZljyYM1sKPd82L/7+3vG4zd0wQBZLJ/FNvV9pv8O9\nypVYFHziytlZMq/vNr31mFymAj7d/bx4MgwNPen9VfzD9ufnnBE4QFqU4faatXgVdhzBSpMFMRs2\nCIOoYG4vgs9DEMk9DEnd1mUAYUPTfcxeLpm7H0IE4ujKSz4etq1/dz+IBmL4/Z/FO+ITAIAXfN2L\n8divfhgAMK87vOz1H8Bv3aooulfmO8hznXS7skdgpYlLRnjjmZAhdbzZ+T6G59wWxZKLIaxijIdR\nKfEJSYcRp/7bIR0bM5tp5u+/rivy2hdNSePC4hfUYyA57evx+3f+RqDPuTEh8LDt+n01m9rmM0Vr\nZ9186nETsZkyoUzY75eD6z6dXIlFYQy9HD9GcO+hVm97e1/BZedvH8rW9tdrddTlYTjNx7O10i8x\ndV7HnC1pKYQAnsn4IXbUNQJhGAS7hhF7eDM5mPZ24TNsw5Sw14QY7hwKfuHzJdVVPDJ0aZ/v3PwI\nHn7r7wAA3vYL78XLvu3PAgDe+avvR37mR/HIy6oWEe/cwn5fUZATxJywABBzH0td7HWBDaIJbgJv\nyYY2FrnkAZruk46Y+ShX47E+6T29EBFIul9KtS+iXlUs52xt1mpVnjP0KArxEp6GoySql+z623b6\n/miIk3kskqwvcnHO0WUZQ6r3KiefwklOcpJBroimAKj65738w8q6CVXdTY6pYuHSqEb16B5Dx9Vr\n9Wta6vEmPfuwTV278OyHe02iEoBvL0DbkTivIPS0bg3d7XJBmnqfL9CBUHOMIPf41Hlfoxp9d/Yq\nasO4QUJCWRcDWfkdNYSAqYVEeU3Iv/1BAMD1L7nAL/3MPwQAPPC8G7j2rB/AY79VzYmIxUKya+m7\nKVCLpgAVaalpv5Gq3UuiEScM0SfWfJUpQbjv4D513pt5AMAtyhKFLA3+8qhUaFGG+ldeVmeTs5lP\n0xx7XU9LhuuAM9UiQgiQZiauUkwlLdwBaqGMIdIQwhCfPOYH8X9r2Nry25jNj0JE0Dx6JoK0FP+Y\nxPIg7iU6p3IlFoVBDYMMTqVjxx2L5V7W6WMLiTcXQogH6ps3BTSkF0JASt3pqTnr+puqjLvdbJPC\nq3ulFExTHe5lWUfV1ql2+/0eJVVswE6K8VVO04TYKjzFGJHouPpK1LMxI438k90epkH13qLzhJXu\n/kk8/Nx6zmMP3sa1F1fuxQef9RA+88lHcf7M+tuNZ97oZB7ufqUUC8Ot64o5auHUai5O7gVTISIU\nI18JiEcX3UM/kJe7hW71WiKdN4EoGEdlKcV973ACiIMK7l/wUorR9unfQK06tiztmSlfRdsI9vs9\ndme9qtexDcubr/qMDCEqZLwT3jkqDptAm2vdq5zMh5Oc5CSDXAlNwQN5vNPRe3u9NnBMxfIawTFQ\nyDGgkB7vxf9W2Zg9SKTfT2TMeeihpoLd5CjW2+UlBku12u0mMPfQ4r6MIUZqgJ+LEHCf7vqch7Yt\nJVuhG83/AJrJwhrxKJt+axWuBQCh80OMJdZzUpboG/jOv1hLzL/hnz+Bsy+px3x4ehe+/z/5r/DO\nn/h9AMATr//dYTy1LTln7LPu9ISlgbJmIcR1wW7qO7J36Malo/iKFryZkzF+E9X+Ds9Rw6shIJkG\ncjwkSabe97Cy1w69WKgyFxAlsAMBDfd3+7LXULaRLDWHoqP43zpEPcGuhRSblirNnCSQaR/MjDBp\nKYSAYONUsOd9G4vPMz4Fj7C7DFrskWZ63LH/j533OTbGQYZlUP/PGnU6BcLcDLqLvKIUGbz8avgt\noTP7cmGUFlUozODSveezg/ISESQ6zECL2d9BRprrcTMCgitqqglC2uY0aegPg1rv7VnmDJH+Ilw0\ncyjFaNgKkYzHH3sUALCe38TZH1Sk40tvfhve/3v/Ao8+44Haz/MnbcFk7n0mRDDVlyhzwU59GFHA\nIrhdlHYvVUo6AOtacKbcDgQkoxETC0EKRhSrXyCYGYuWY6Ng1cAPEI/UsQ+XmQXHcA7+/wEr48Kl\n6l/YL/v+XAKBMKJYzQ8EWJQlhNCp5ULfiPr81sQ1qahQ7XMzK/b7O33+B8K58WTce0jyZD6c5CQn\nGeTKaAoqd0MeHvf0H8oxROL2+7ucbEk8dce4xGmlat2UwJyHNNsl90jC5O6vSEdD1GmyimtWCMEq\nTtV79h/3+6oKhjiBZFRNvXPtWD+9t1wISDGZ+bIsC9CcgGvOxidwvi941cMvBAD87q3fwNmtSuL6\nZPkApvuB7/+PvhwA8KN/5fWD+m/3F8KZMk8RDCxUUYvdtFmWBeK4KzRxLKVk0RsPcEOrw3lMOxye\n/WbLu0y7ZGajpvMjl3N2RYYqezbR4XwSHrUWdr+bNscFOWdc21W2LQEgDjogzVE5zVPXVFwb9V0Q\nN4b6/EopWPY94clMcbMgAa8AACAASURBVPFYhs8z8NL2JT5mPtyN4MJf426RiO2xXo4h1apJ0Ceb\nVq1O02QPPjR73LdtTh2Uc9F0xBhGRN5lC5tIr64sEpHQPdST414swrij9O0xHXj9gerpNmNIRv8H\ny8gxuLqXane7ohMfpSfxute9DgDwX/7Nb8Q7f+dZAIC3/tF78fH3vxnv+906EYt8ZrP4KpCKjQG7\nlIC19WtVPoSGfAwUsDZ0I5xPYhI2Wv45TgbZToh1ZaP+UvvnH7rODTgUqPod0CI33qZn92xU/EIf\nQABVf4beM7drMxiLJpuRGAS+tMWvHk8gpBqyBBBYkDR0HoAp9oS6bqL4Va0mjWniGJfi6NpCHZ8m\nuliEqc/L3exLHN9dTubDSU5ykkGuhKYAjA6cYzv6Foo8FmnpHlu/ul92j61sPc4esqrOrZIFmJoq\nmRm7tjITqLEt1eP2+73RZKWULmFXqlRaxxKbmNnuyQUI3LEJSq6aS0YOXTVNYEzNUZdzRqCqoi4M\nUOh1Nb2KexiN6Sp1aUV1nxGB59/+YgDAH37oZ/CMs28HADx8/0fw+M1X4i9/xwsAAP/yf74wHE6N\nPqgDtBcIJqKuopdcC/U0Jqq1rAbSYhGUtbdZqc1qv+pzWvJSTTM3B/w4e01T64PEGA2/kdcMXBLx\n8jLMC8M2dYe42hq5FCtaRESdWi/3nT2GGWmKxqEQQuh4HOq4kW0kzm6/NZ2JDr/Dhtowdwf4sVoW\nl8mVWBQuWwi2L+s89wrQSqMtIUCQBuz6AOQ5Al7amivbwR/zIDpqTWtcEhGyeKTdPLzgeq/td9v+\n6AM7PFd5D2DFbCYQRKpPYZomhEKgpujltRcDAYBA9bhZwuB1viwUWyeSMz9aGKukgicvPlTP/YNn\n48YjNTnqu771xXj0y5+Nt7z18XbdczA/adfSiEmNRLiQsqqycQJFQWm/pdiTmyBkodaLlW38EwRo\n0YsUQ1XX1RqokEjrowKG6vhqxAfQN5uauXep70phg84poQC1IUmu/R9DMFAS4KMK0RayamLCTAZw\nB28lBPiatse4Fbbhyy1V3JZLEtgwTrvn+3RyMh9OcpKTDHJlNIVjKpP/PE2Ty7NPKNxVzFrMpXZl\nvz/MANR7HMtvOMg2TL1ouGfT3Tqm+oYhYF6G620dpHqOb8uw62xKn/taihoJ2O/3kFajcpUVMQnO\nWpSCBLilHvsYEVtKLZ3tTAMgZsgA3/ZZiQQKvbCMEhVMecXLX/ZVAIDP/NFjeOAl7YTrBU98+p24\n75EXAwAWXs25GGOAEop6VTaEcFClOTnv/+J2bW8KcHOu7rPgzlJBVbsUsNvtMKtvEoJVfYslY9a+\nZIHHJ2xxB+zd/01EZNAQ9OyF8wgnFkHmbo55k9NrHUa0iowKGGtgrBiHzdtjHu5GXGyZupGUDPoA\nM2HjhwK1cQJ9npkPIi7fgY7b/vv93uzTaUoD/Rmk8gUAwPn5OfZLQ3FxVxFDDIhtsgiz3W+bfuvz\nEETkIAlHz/H5GZdRiQcKYOqq4DZ91a5H47mrgn+IEKQ/bH2pYoy4k8nowKYQEIMLr6GH+o6ZkupT\n0MnjU6mrf6TOthvXHsI3/ekvAAD8w7e+CX/wz2ruwzPvfwBf/Jrn431vbWbGzT2W0kNix8A/1Q+k\njRkXzrpIdttfhYWHPvdz6ljccaZhdKbdyn38s4KCYjRfxzzVIkPz4dAghmiJb37hXlrY2ftl7rQp\ncDczUfkkdmgJWNSvHckVF3LFk/2i6GUbnu8Fkcj8M58LlftlciUWBUg06CkFxy7jyrEFIsCtxvom\nzZFAiTAp0osZu/MaUluWBdy0i93Zbojr3ynO7pcerqoOpPaypWSIRqJpiGtnN/FAx8lgBJ1U4xhJ\nS49ze4KRjqKsY9Cvpd+WUpCIkJsTTWK3XYswWB1wee0sPG62hBTBpVhsXEQMbVhKwe5cMQ87vOMt\nvw4AeNGDL8S7PlF36k8/nvHqG+d46XPR+vFpiEzWT3N0uTDyOD6Xh5ZLKYN/KCv30rpapfA7+wIK\njNTs6pmCUekDMLLXEAJ47fgNg6JzTUjTkiIhBHPEFd4m5DVNLa/YFwGUgEUEe+k4Ad+PqAhVt6ns\nY0XkpqmPjVUfC8Gqf/HGCXxZGD0EQmhuDOJD9rHaxvAnWiNOPoWTnOQkg1wJTSHNfacNNNvqOLnN\nJcSA7NQlXWZTSnBFnYyVBwBu3LhhXlqfjx9CwDQr/ZYgy2SrvaIG9RzNsw/ooJp5npEmre7DINoZ\n8m6/X8Zohnq8cZgeO4S3tJ8h9DL3dxFvzpRSzEwBMBSQ4Y0WAjRGo81upB7/GCKWpkU9//6X4Dlf\n9NUAgEde8hD++I/+OQDgobMvw6/97B/hb/y1bwEAPJZvIJXbdi1tlw/VAofckl4j8GFEX/BEjxHR\nCptNOxOgKFUaEaK7lkZcvK19zDb3CUXHolQ1vDoyYO+Vvr4UG0+AumkkToMnMrMgBGqMXF1DVT9M\n5UJwka2N78W30bRo1xefuj8kYxEdnWNPJ1diUeDiMvjA0C6zd8AFspAWEWFnC0SdyAOisamSMURM\n6Qj+ISTk5oOIKSILG7HHFM+GqsSj2qv2ZOdDiKHm/Nvf84SQqvlycXEBRjcfvKNzSx+uUm1FHLR5\nK/6F33ILHEM3buHP29AvNeSkgI3I48XPJ4RHfxMA8Dtv/xhupWcAAJaLd4P5QTz+1JsBAM+Kz8Zn\n8wfsWlGrUlEANV9Bgbj4fR765R1424XMj4132ooIQlFEYEdE1kWth5G1LXMgK+eni0VuLyzJNiTZ\nTZmlbSpLadBs9fEIhloR5GjaVKapQ5anIAAKFIQoIqanR8CKAm+fyzZ7U3+fBJ20ZoP2Pea0/1wS\nA0/mw0lOcpJBroSmAIyOJtv1AasiJCKYdGVH3zVijKhcyF2VVIlECC2Mt/X8p7aIqnqv+ehedWPm\nnuMQAvaumMqk6l77R5WalCJKixWd7wKosRjdLitKcepqSr2fZURhHgNf+e9VjrHpXLY7+HHdahM1\nF6LttDQhtmKp91+/H48+9fUAgO/+q7+Hr3lbrSX50H0JLP8xfuJ1r633pIjb6y27VlGvOjJC84bd\nTX1NKWFyCnHJbgdu45xLHnbLEIIN+kzRdHYRARzSURnmF3ZIP6nmqJRDPgcRMX4LZsZFyy+hWCMW\nlr4tZDq8iICD5jgUKLWy1+CKFvD1ocHQ2ykNRQoatcathrB1aur53mzYJlF9rnIlFgVP3+1DT77S\nkrc7Kzahn7+Nu192Dy86yJV//ziiEsDgvdfsyZocNVY0GtQ3V0lKmr6YKCGkdo4QkkQzU3KYLAmq\nRkKOq4JGA4+7V8S6LDlsSIjaULB5WRtO4ZUveBg3P1Vf/E+88UV47c9XBOM3fcOX4u3v/DHMd54J\nADjbMfixlvgkneas5IKY+uJz2YIlGCfyYGa0N28377C27FPlj5h2dfHiUpDmHtKD48CwkXT4gRQT\nuDAuHNfEAHm+JGJUSkGgcR5pmwdsigsv9n6NL6lPfNqOje+/J1yx/h0Zw6xs4IAtkG7oj0bHLpOT\n+XCSk5xkkCuhKQAjN4A5ZygMziV1NodAvSKQHDrdjqncI/ilSwgBnLN5kv0qGWLE6jSC81bwZMv0\nA2zyJ6AqJgyIFChASl/lC8E0hZgSInpCFzsWnknx/ikhlG7irCTeUsK6XBz0+Vhf/THe8am7cEVx\n1vbf98hzgMfrOfd/82vwPS+/DwAw0W38h3/m3Vh3/ykA4Kff9DPAJxXzwLjIzqFnyWERgTQ/gFDW\nYiq1HlvbSEZ5VkrB3Mw/wVjnIIQAUhJT55Cr3nvFf3j6um4+EWqyUmga2cW6HzQFnQVVo+rRo0Az\nQKN52Y9D62fqeTnuOcRQTRxypsXwXDR6RJ0mbkA3utqleu+Da7S+KRAs43juz9PJlVkUVAYG29LD\nUzFGxO6WN68yEQ0v6WVq9bIuDgF2yMNnyTEtbx6oL/I894noz/eFX9d19Kb78T+W/aYvpGWwOZWU\niBC9rerIMTSMOu8ics49XAeA2suTcz4ahvKmxDEb1CpAEyG2l+ml9+3wU088HwDwrNf9BD78x68B\nALz/0ws++envwF/4wU8BAB7+gudD5HewlYpU1SzHDrUdqkVpPx21nB8Lb1Z6TzwRYVEUZ8mWEJVS\nqowum/MB2AITQmjHtYVkN1noer/f20JQz9VrKRlLb9tlyE0ddh+SDbGNbZt6isT15/n/gRFmn9sC\nqJvh1vzTcat8k2OUZdvGp5OT+XCSk5xkkCuhKWwTlIwnYOop0WeOeScQ2a6zjfVfhhePIWLfVGQS\nNk0DaElHbQmXwphS95gbUFT6ru/vx8xADEPRDd8XxdeLCFh3nRAOjuvt707LnLM5rQIIQTpTUZoS\n2GVO3bqo+fwpRVws3elER8ZFHV5+p1MIMfYZJdY8hhd9+ZfhBe98PQDgHU88iPfuP1rvtRfcPPsg\n9nI/AOC7v/XL8Utv+Flrs0/jZtZ8kWDl0FUttuec0sEOqe3Sz+u6mnZh/6vjlQjLWtvMMjrV5qnm\na2gUAQB281yvrRwSpZsMdaQPnYkavTmGDSEizA5mvS0KCwCJqaa/BwXQsT1PAFZnlMU/qz4mK1ft\nUuctsxgeg4gM2p1Xdppqh8wrX8W9yJVYFAZg0cZDqxWG9kEQNGmGxokTXYLNZQVAmHtFnUBk2YcH\nalsgLC0kVasY9TZuQ3wAEGLlYSzotr+/poKkBICmDIUQEIQtusLMVj9SUPH3AHA2T4MtEjV8Cqk5\nEu453zi/BqC+PD6hZn/RXxBfbUpywc6ZZuqvSdfOsIuVpOUTH3sSr3jenwcAPP72t+LhhuZ77te+\nDI/c9xm89V/Xc24v1y0UHFMy82NdV0xzp5NDm8S73QQQsO41yhRRgovmlHrO7XVvuSN+XqzrOpiZ\nMcaBz0DBa0TVdwHUZ6lo1czlYPPw7qbRDtcJkIcQOcCdG8FVKp2mCRTYvrcolxA4AKHUNrD0bFIi\nsuK/nm7eSwfe9YXEIz9DG2d2Jg/Qs2x5U0bgbnIyH05ykpMMciU0Be9EImcaeKfTsiw4azsAi9gO\nrg4bVe23XtljEYecc6/Jh8s9s9uU1qPe3o2jcxCCqYi+LzlnzHHc6YY4feun8KZS8aaZXivyJJ+k\nWlQgxNgz+bQ4iggjzNOgkVldSQFi0wgeec6DeMvv/SEA4H3zE8BZxSV8pTyF5z3j5cgPfAgAcOOh\n+3D/2TW7z+KGPDutaWr9qjR1AcnyBRjFAXn0+e8CDbUN/M7oxyPnjGl2YDZ1xolAdp0nQufCkkfO\njXq9/pxp+L5erJb8I9txQwzd8Uwbk+/IW6WmRHK7uBGshmjjPzA7bZ8/MGjEXiMtbn4dwzLI58C8\ndCUWBUGxYhiQXgtxKx7UNISDNp79ban47eeqijpQzSULRE1XdmFE7gtXotFWt4WMS093FnTzIRCS\nD1VJb0+kMEzEvpD1BbKmdPdxGPIdYoSov2UK/x977xkuyVXd/f72rup4cpicZzTSaJSFIkIBlLAA\nWSSBSTZJ6LUNtsGAkcEEE+3XYIGxSSa9ICyThEBCAUlICOWMAjMaTc4n5w5Vte+HtatqV58+0oh7\n7/Mc39trPkyf7gq7qnatvcJ//Rc5kyqLgs1sRF5ELWYZtkAe957Fvn/eV1TapMlL1LuIF+dEKRwx\nAj/MSR3ECr+bKX+Kw//8jwG474M3JIAfT2lyNtZR90ko7NyXPX5B3QK12OI2WlGrpx2mck6WopHv\n0ncyUPGL6D5vKS+3i4VJm7ToSGeuv5EAJk47as9BzlqXNekzmXoMkrlIEK0+tepsbghxJUjdpNCp\n5SAkcNykZPwNhc+SurT3k3SNUDplyk62s1sl78nzADbOC6UATsUcad17GIYNq6GdBMZkvs+s1GZ2\nPt7dN/7seyl5SmRSMg0t0LPkN+Og47LpnSw6LybTgDTPbIxpGpxUSmUekvvolVKzUGyNEq866Yrp\nwK6VTpgXBPKb3gfPWWkbU1qpIvJot6ur3rqPoY32+23rOb42CcCBJ59h20238ZoPS0u5Z1bMZF7Y\nolVKuWKZCUvCKr0RssU9rmJ3n1mpJP6xT5FaXLVqsgrb9/3kpZGXZXZ3Zde60+jkkblxl3gc7n7u\nfUlfXJO5T67y9nNpHMC1SBpjZUBSOJWNPakEcxKGIYV82tXJxdnMlVZsrD51i6bidHf4PPo+tGIK\nLWlJSzIyLyyFKISEF0+lK0LsJ4JtsJlY1Wn2QAFolZjpUqE6G7yhlU5WZ9HyDqjIWasNZFiYsqi1\n0Pme5Pu5yi4yiDZbuAWyauYcx7OZi9Pss7sCzWVNuIg8V5RSSRzG9308k+UwSDzpIOSC8noA9hzV\nRveHBZTUudtn8OF7ATjpQ/+LNfmd3HjHnQCccuIFqO/FRVD1xB+rE+FHsd+s8byUG0BrnVhh7oou\n1lXcMCUiX0gp4xJT3oCEJ+L722jFpZJmNQy2ny31hgxVIwo2pWNWCUjNyzlZFDvOGAzlzrMwDBNL\nM4jScfkq67I0ZrPc+E5iXTRcT2MtRmIFaZ11D+zcjtwMTdTcymgm80MpzFEoU6857oOn8Tw3JpBF\n6yXHcpQK1ncHMf88x6yOa+ExhjpRzFWakGrE4sUuYBgmDWKBZLKYIJw1EWOXwdNOZ2EDcarY8zxC\nJ12l5yhycSdRBlptUn6/RpHtZ2M+BCkZp0dFKWaVjlXEfoFFCwTOvWLbAervf7Wc/749bJ4eAWDJ\npv3c+zi0bRSlMHHk0UwpwQG0B2WM7TXhh2FivipUguTV9p9xX2TnkcWvcRimvnZOeeTihcNvjiR0\n/48lqUr0dAJrDvICejSx2a1SMh1jTFMocqOJ7vt+EseIojATHwmrlWR8SQDSKohY38gzdFKa1v3x\nPT/BeURhtouXnGv2ggUkqfvMfQlTJVLwWx2iWtKSlvyBMu8shcaoeAaw4qWl0822icXFy7vnyAJh\nXIBHlFlRXUkZiMkE8JLzN5zTlaCelr5KYC/V+hGp+Y6TfWjkPXDNyljilubPVeTSmJpyu2ppp9jM\nNUuVUhTrAl7a/asHMTulFX371AyvPvEMAO6eyHPdkYpzdsvfg69bTt5efhAEiXmlVJpJcpuwphTk\ns8dpjEmyPFEUJZkcpVUCHGpMrjWbA/H53e/je1j2ctQx6FxahJcEF7VOXFHp9pWOpZFaLg4oSyl/\n6o4WCjHzVjWxKBvdmyAI8B2CWe3FKFQnuKizdO/u/s2u9dm+bzY/55J5oRRm+XRWGl/qmdh0qtUp\n2hZqWimUMskDEjyXTQ+GkXQWiiWZIAoVOSa2m54M01yTIo1deJ5HLlEEhppKHxwNppxbDx83hZXr\nmw2FBolhuFM6ngBuhiHD529fgmbm81zS+IKEniJuPOAbEpow/IgNMqdZfvFrmM5LxmF091au/8Tt\nADy+4mhOzy1EnyWxh6e+shkVUwub7AuQ5PI9PUtJaYc3InBo6xJuAE9nTFlXiTTLxcei0w0T6n93\nOz+v8IyhFsWoVJ2kgAwROUu+Evo+gcVs1Gt1akG6MOWNJnQUnufFC5FOFh9P64Siv5F3c3a8KE3D\nxq5KpHQyr/FyeF6UQLDFHWx+PPe7ZC49x/xwpeU+tKQlLcnIvLEUnk+9t1KKqaCafMakl6FNQ87W\nS6Pa7vncz5FJV2Tl6klFkqVodGuSwgOTLYN2kWb5fB6PmGWYhHIrNpH9ZtA3Z3xzNplpku7I4vVn\nS2MmJFIqjm1hTOSswrDuwvPk/B/4DsX+ZQAs7arz2rUnAvDwhGL1jkE2jF8LwPSJXahbhc05b9qp\nOaauGyibK7MiJ5495sw+zu+N9yWD2SAL1DFNgHAxt0Ym+9JkzLlcDhPzucWGUPwMIhLXJgzDpo2N\nXQ4Po2bjFpJVPAyJ48a1Wi1pxBs4PVDykYfRaUMdFwPTyBSeluQ7lmTwP8x9aASPzOU/uenBhJ47\njFCq7vjn2X1qTfjycJt9JEgwezyThUnXY58QN0Ju8LWDtPPTc2oP4iyYxhBF8XFNgqKUCQFNivEy\nLlMmjjBHaqpRRHmln93948apUWRQUZj45kYp8vae+EHA5O8ly2Be9Sa8SaFg+/34MNs3SZVkf5fi\n7HyFoXZxLbZv66Cg1wFQ9XbhGqBzKbBGd8Z1OdxJmXJvOgCcBiBTFEUE9uG4WRrf9xMXJQvQEkmr\nLHXisrhAtCgKpfgMJO7jjlmTcDhAuvi4EmHSmIi95jgLoJRCebM1YRSlhXIu63Xo1yH0yGdyj+lC\nEF+btFe0bpFxEJn+oTsFLfehJS1pSUbmhaXQKG6gLZa5+hbEtfnpb6lFkG1bRlLSaoxJ240zt0Xi\n/qaUUHjF3zUyArmwaWNtwVqQQl7r9XpS0OVbJue4XFY3BFRdmcuVaOT6dyVZXdyIs/GJ4/azy4Yj\npi3xaYhh+cNiCk8Obyc8KC3mV5mIWzokAnnuiuMZ6fsdpYceBuBl73g137vjpwDcP1Ymb9I8feN5\n4rHPRSQqwUn37/iaZruAcaDQKJJ72dgE1oW/J+OJsqZ0Y84/OzY7l3wLXjOzrTd3zFEU4da0JziB\nvGddk3TexseOHMu1WCzOGhuAwsPzsvMuY0nGxwijZCy+U28TNvPP5pB5oRTmwqvPtV2jD+lOMtdN\nEKbm9KXyjOX7MxGRqbmHzhy7GSeDcRCAdofMvkkGw5BJfcb75PP5BPfuaZ2kFZtd47PFDmJxr61x\n/LrJpJSJ15D6c+jNQi0v8vLckeQuks5PB/Kw5oDsv+mRzQxObwWgfs2v6TllIfdXhWRl7x23Uli8\nUs43vCUBJc3FI9iYPZAYjfPZuS1zhZoaFbdK0wfJs2hsnOuev3HOucdLuoqBQ1JjFY0TY3Ll2bIh\n8bU3xljSXUzTZ661plaTeSq9VHVmbrpudvN4zaErgsxY/6C9WtKSlvx/VuaFpdAInpkLstoskq1Q\nhFGWXdmNxGcq1mwmQFYSNyvhmouaMHQDnakrEytxYXGKzTosI4/81gg+Sst7dZLjllREeka3FX3o\nZALCKGwoeU11eIibe3Zz/tmAWmopN0TsfR/fYgtyRqGNuAav7Dqc8YcOANDR20/lNwJe6lzRQclu\n/8LjX84zwcPs0UfJWMZ8Pr38fADOeuJXoOKaAC9ZDY0JEuMqDLOBUnl2sdUCcUOUZ+tVoJTCczND\nsVnu6YRtybU6XevSBW2BWAbunMsGtOPxe5bVKJ1PsUXRWIeiYjyK1knFY2OGzbWWGld69764jFLg\nJQHVXAQqEzxMXbMUPt88GP1cMi+Ugud5qZnklNE2ms/NYg2QjSxrnS00cvd5NrCPcV6wubZJQE1O\nTKGx15+rFHK+j8qlqLW4vkAmRHrUuGlpfOzcIRpwsS/qeTpjZ2fHPVeWwr2fBj0jk7e98zBGKnIP\nf/PEr3jLB94MwNiV36JcthT3G/Pcdc1tTPZKxqGnspSrwy0A7OzOs248Hp9Tkq5d92V2MZCL/HPB\nZM+G5HO/i9u/x/yXcs7ZgCn3uJksRezymGxT29QtVBm3oxkjNYibGDOAV2vVOTNI8fjifV2lFCsb\nd984VpIshtpPSGvccTWWxMexFp5H9mFeKIWmrDpNxH3Ys3zK5KYEc0ygdFLOniiZ0FbT4J4onnSb\nRs8r/s2lazfoJKXpK4dIxEgdYOz7KzdFqiBwOki7BLNuqtG9ZmPMHK9+gyTAhBxekO4RKoVvGSRf\nXTmamwa3ATAwuI9Hv32HbJPfSP9y+X7/b0fJLzucx/IyeV/a5vOaHScA8Pnat4gh5G4RkdYKpw2D\nkMIE6YqckNJqDU7tf9hwzZnLcV5QtwjQzdM3w6fMFcwFUFG2m7cbXHbvudurIZfLZSDsSVcrC3d2\nx5JpG2clMiYpgnLTkI1jz2Arcl4SLNdelOhbrdP5p5RKpnZjQdezSSum0JKWtCQj88JScM28uSwF\n12RXSiXUWsaYWZrtuUxNV5rxD7jlqXMhBQ8VgWnsClivh4n7kGj9GBfjrPPacR+MiaMg8cGcZigN\nkf2EX0KpxPJoRNClzVEBFWZcmFALRXzlLS/igR9+BIA3LH0dS9YdDsA/P/xtum4Rv+DOpRV+623h\n9QtfDsAeVeHntSflODMRYWBXWs/Ds9dcDcIEXeh5EEUVcl4hHXucLSRyaDNUEu1vZiW4Kc54fYyi\niHp8zc7z8wwU4mcRb61St63eULgUHzeWOCsS1yh4nsb388l2bqrQncvu+SF9BlnXJ6X60wp0DHDS\naaFeiEF7mnzcvcpAaMRSM+iGVKdIYNL0aBge2nyFeaIUfN9vIDNJbPGMWZyQWqCSQJ/BUKmniMa5\nKN4bX/BsCijruz2XeNojCGP4cnOlAbYyM6ol2ynHLHaVnDvuKAzR3myYany85FoaqLoyEzHDBzD7\nmkER1LPxkN6q5Mdv+tLN9Jdln46V3UztkW7SC6YXcuaCowEY3D5AcJrHws2iJI6dXIM+VbpTf/3G\nbzGtZbIKb6CLDZGzywRv3tS3MbgbS6P74CIXDSTEOECGOj/pKq69NFaQRA9nQ4ZdUTotnGvkNWiM\nd7nxhWdblLTOVj0mn60r4iLflUrja7nI9nCIF5KGU2S7WqXyXIttM2m5Dy1pSUsyMi8shVzeS2sE\nIkNgU0ouIab8nTIPpYpP4UVZinR3RW3U8LG4kV9X5nIzXAmj2WxLTbcLwyarIPa82WxI4DRljXKp\nBRAvam55eXx9CfuTSYNbSqUM0KEB46Qi423CIMKYHLFFqUJDtasXgO0LHmd8Rj4/vf1eOquSYRgq\n7WTNSwTU9Jt/u4nCUB8/CCTwuKE+zjGbxBUY8qcpVGyATdfTsyuVrIbCGeAl5dIYQ0JR78ZclZte\nTdfyOKio6+l9iAOSSilMkFpKOjG/o8RFUUmqLr5/SRY0C5YyjTT6KlP45AY6489CKDt7VY7BT/F0\nbsxK5GOCVZfiB3QkTQAAIABJREFU3bGapCualwRhG4OQCXVAmHUrk1INc+jr/7xQCkEQZAo3PNuh\nKAzDJIIrpnj6smc6EBfS9nJBkGYfZvnUVmZ9VumD1gi/f3zOZuL6kM8lzZRVY1S8cft63VVq6WR5\n1qh5rDDCEFQKuc74mPV4G48wTDkPgyDgzMUvAaAr6GZ6RuILj/9+K7U2cX+C9aNc/51bAXj3ca/j\nyz2f5sLbXgvApqU7eVhLs9kjxzewNb9t1rjcQi1sVV82C9T8XmeqCu13MT4jPpy4Zuk+GZcucTOz\nx2zMOrnmd7M5E9+r2E1wn4ebRneVslJk42DO9c5V1Ka1zow1eX5hRBg2z6w1zo1m438e3kPLfWhJ\nS1qSlXlhKbhWQM4paEKnwbjGmncVOASW2suswq4Gj2WuDIesJk5xiTKZCHOsN90VpFlWolnAca68\neiPOwBVZQeOcdZSUC8/Ot6sEHGHqoTTgtedIi1+Um/InSIKeOZTvESSsPpqZolgH1YEBlpi1AFzy\ngfP41y99F4AhRrk5egiAA5VJztx7MlcXHpTjLZyiy9ZIHHn4QjZve8aOyyOKsRgqJIxc3MLcHBpR\nE5ZnyCINjZPbV05AutECiY/lGfDjcnsvtlScld7J+MT7u8HMGDyUsQhcNuUoJl51G89mLYhnC5zG\nkkF6OmOMkt+y6Ntm+zWrozBzWL3NZF4ohQx/QRQlbdNoQHqlkF1DQBr918YknAYuGXMUpaCOsAE1\n2PjZVSpZJJm4FmI+xpM1Snzgxod9KLEG172Jry1Wfm4mZq54RzM+yUqQZhLcl8c3KUw2iK9FayIi\nvMiaxOQ5k5MA+OPTXsM3DkrF469vHeCwZasAGG4fYbU6AoB901u4a8TjpMMk3nDP1A2saTsZgAXL\nL+LaZ+6S85ko8e+VUgQOcMdXfuK2zWrG0gTgE19PfKxZ99m4c6bqbN/8eTQuEknzXgV14rkUgAOq\nExfAzT5YqrZ6naJNI4ZhSD5OKRrSWAkRWpHyNkAC0864lg3NYePL1FZBRm7HMAeM54KWYolC99pb\nfAotaUlL/kCZF5ZCY0s212WIJQgCPO0Uhzjw18hESUTZc2ofpDHH7PM1M/Hnwhs0y1I8W6FO477N\n8BfxZ/eYzRiXGq0Ql7h1LnHBWFEUpaAYrdFKArieLqBVmNQL+PgcNdwOQPd9BV4QiQWw4NwCv/iO\nrLq9iwvck/89ABd19PKWZWcSruwD4KbHr6U7JxkLtSktV9ZKZ6yaRhM3089zDq6FuQLFjea3sTBt\nFEmgr1Ea3bdYstwGJFE5rwF74HkecZ9JCBMSVc/zkhVeLNrZ+BOl5DffpMdzqQKfKxumExh1+r0b\nxGx6vTpw7t//MPASNEwKeyG+71GpOKbgHBFqt4beyxk860dGjsuRTdPMHRNoNqZUYh/Sf1bF0IxD\nIL62+JyZFGMYJVV+jS9ONsMg/4dhhFZzN/dIaiqUxsTpSSDG/RlsViJWpJFiYs1i2aerTuFO2e7v\nfvuvfPUlHwPgytF/5r8/+AkA/vKbH+TN63Mc/JVUUF7Y98eEh8lL+bt992H2J1DNtHaBGkQOklCF\nmNB9edMCMzez1Pz5REKV5t5bF53pvDju93GCVCXZD5eKb3ZMoXFOuAAsmY/p9zEOUzpQp+jGKO6Q\nZUiKriBmAY//Upk4SnqZTk0DszkoGu9Jo7j3zzyPismW+9CSlrQkI+r5wB//35JFC/uNG0RrDKjB\n7FXj2WoRXA0aNYETuOWls6LVTcqy0/+bVLg9D1diLvN1LpPRGDPn8T2dz/yWYZhyMhEmSku33VWz\nHPqMFmW7FUEbjxQfAGDn2Dgzh4sBuezKUcpXLgDgg7XPsf5uYXbesvxp7n/0AK87+lIAXrX0FMq7\nywC0+wU2Dh0DwGS9mjRWQQVpEFiFKB0JGMeO2a1DaIa/cE18moCD3OrDwPm9CTeq48o4EGyTPueq\nZc5qvL9hA59CZpxhbCkock1IXH2lZ1mQmXn6HG5u3B813k4B9QagF2QZudwANsDO/XsPyVyYF+5D\nI/KvWXQ9CLLdluZCKLrpTTlGtmV9vO1cqcRGarcs4Gg2+KgZY5o7wRL0YZMXuBkA6tlSdek1qVn3\nLDUPNTHlvSD14mv20Qk3gEd7vUCH3ePU3jPgr+3em/JM7NwFwCN/O8KmLY8D0L5+KddXJKZweM7n\nhJ7Duaf0MwC8LXs5ep/UPpy89DBilv1C4MU4KiCPysXZBkn1xsP3fT/xjcIwzKI44ykahRirOOII\nvNuK3s0k+G58yomppM86tFmB2ftHUUQpJ+esVqvJ90GD/+4+I/dZhMLHl1xX0so+mu3CuvNJN11w\nstk35K4lf3uO+xKa2dcCTmOi/2kcjRhNmOkUHRe6ZF+kZliEWOvPiRZU6fexT91oKbhpwEYUYCYl\n2mTVbuwhIMeIJ6KXNMV1RZBp3iwGoGTIjqXkcgNkCqKaaaOG6zfGpEuLFxIQ98rIsT9fwC9IQdMr\nl7+Ne77wOwDa+no47rtrZLtPrGImEnLW35lB/uL4PwXgnuAuLvnQaVz5ky8BMLQ7ZKZHUIxfUrdS\nq9oApucB0/ZaaimJaGTH5nBJxorA0ylzkFg69rq0022qIXocRVGSUlRKEeoYxWjIJedI0Y1KaRog\njkkHp9QiaCyuMxnSGLcAKvvsI5QXpyfTFz9UBm0MfgwN8TwnXZkeI8tBkU2Na51PYhRyj1JFpp0G\nss3mrHoeOIVWTKElLWlJRuaFpeD62FEUpdhxb/Z2sczlk7sxgsaSYtdcdC0Lt17ClUa/sZkFEaPc\nZqEkG67LFVmBsrRhzcT3XY7D2eaf64a4DM5pea1qMHfz9vccWk9Tpw2AvbX9LHh9CYCrf3wtH7j6\nCgCq/gi/PrgDgPXrqlx91y0ALDhqmH1X7Sdsl7qUo9cv4pmtwqew9ORj2fjoRgCerD6auUZ3FXRr\nGVx5NhSoG1OYy30EyDnX36wO6LlSuu49T9LjDdmhxgyWO55qRZixC4WC47ImI032cd3U5taJ69Zq\ncQfdeFtsBHpeYlM3snz/ITHD+aEUSH2yRpPNlUNBC8LcFZBJlZ4xCX1aI0VX5vwqbSLXmKp6tkDh\nXJwOLn7ATSE1Q1jKdtnjZidOc5ep8R6FkU3pqrwzWRS+KZALJapwwpLDuP8B6fb09+/6S/JPSXrx\nM7ffz5oDgl844C9kbfkJABZMns/v9x3OutPHALj5qZ1sPvURAI41B8kVRcFQMU7aziNJAHohng8m\ndBCFOr7mhupR6sk2STrQBBlC08brT1LyxmTSgPH1100cm0jPGYvEpNz7l/gvCeELxIV3brDarUaN\nc8dpSlEZI0VN1p3URpNPit2CpnMr6yIqjHG20ypxh9xrcBVZqEhS3bUmbe3mkpb70JKWtCQj88JS\nyKy8jonkrpONwbxDkbmAMNAYxAkzxLFuVsANerkWSLOiq2bSLI36XPUSzY7daKK6xTnPJsk2BkwS\naIwIIo229QKP/HaSh067BoAVH7ucC8+WJi/HnnAGM9fvBiA3/Bsufc2rAdjRtpndtw6ip04D4JKN\n8Otd4hqcsOrl3Nj5Aznu2AMEthFwhlw1DDEYojB185plYqIoSguaHFCbJmaocp6tG4Sdg5E7ySRE\nAQqVpEtnZ7Mc5qbYTXQIVd3xxfe4WVYiEzQ0AIbJUOaZ76uETk3KpWOfhWTi5yI9a240S1cLeCp1\nK5IxKyelOwfKs5nMG6WQ/hGl9fIuAqxJZ5xmf2fThc3Te7JN+jmXyzVNGTZKs2PFL2uzNGpGEZkc\nOIyLmY7EDeNvjGY3nj+GMmfHHG9viB1pUbbpNRn7uE2kqdNGb7/AmddSZ+bRFwBw/L+386133w1A\n6dgaT5YEtdh/9Creet8HAOgrt6PUE0wOngXAEeU38sRGcS3Wj7yCkl4NQFWNENpzhqKV7IV4BKFB\n2fsRRhF1F5HnIFd1UqWa9maItMJT4NXje54e22DwHHBCPG+ySkeeSxTfNC8lKZH7bDMGUZiY36LR\nss/fnSZz+e5pDECIZFSMogxTnEFRelE529uXmtT9SeeZw8+Q+CYkrlndaZCsMtfdKohqSUta8gfK\nvLAUdJglUo0DbMZTqaZvBk1kNk4h/q6ZuAUkyTZKYZ4HVVUy5gZr4jlNeVUH09wUnAu12Ii2dL9v\nMiL7W5QEoDKgHBORROCMoW+ixltXXAbAC19xLD/9+SYAfnHzFl72AWFw1i8qU/jnpwAoveoBfvYJ\nwTJMji2hsFZTeFxATtcVf8Z7Vgpm4YlHf82blgjS8dPqr8kHEnRsZr4mt0ORYW1WpFZhlLAQp6tp\nGAZEUUTgrKLu/MlQjwWzkZIqFBNba4efwcGwpBYcNENPPh9pdF+ygW35PBXWHUsvSrpKeZjMnA2C\nICEvlu/deyrnyeVyjkWZ1sE8nyzEvFAKmYirShVBoMycyiCWZq7EXEph7qzA3HKosYO5ZK7Mgvt3\n47GfLf2Y7MvclHCu35lyN2a38eigoicAePi+MTxf4MzPbLmXv/7JKADDa/fxdv0GAIa+fTEvmhFQ\n091jN9C/xjA6KVWSptZJ6SEBKYUzC+h/lUyrJf+wipHiYNNrkucknxtdpOecwGru7bILhCHtouWw\nOduofBRatKHRJDBMZzyHmu06FGkWc3CvO4yVomxsh59VKO41zMp+NRmq+14dKn0gtNyHlrSkJQ0y\nLyyFuVZ33zG3XYAHQNigzpqt5I30WXOtQJGp41nC/UbDpNlx/5BMiN1z1nHkHNmehM0CrI0waxMF\ncwZfle27gMmjbbNXSJl4tAaVm+aCi14PwNE/nuDreicAO7c/yUWRmP9PDN7CVbWfAPDhI97HTXuE\nZu2IcC216ADLSsLPMN11kM9uku3W1tfyif/zLQCG2raijWQylHHuvwpQOsREc91DL9kuvmcZ99D2\nonRBYm5A0QX8xOJ+HxdXJUE8h537UM3sZ5tPzaRx21ngK8dqbJalaiyggqxF08wiCMPoeY0xlnmh\nFFw23EakWCyuP9ZYTNK47VzoMPd87iSa/YD/77kfzwZsahzH89k3WwmZZi9cqjjZv7n56+7v+3v5\n7T128lVyXHjs6wD42dQgXmcXAIUlS/nn7rMB+MffPs3akjSDWTW+lJs7/oV3bHgPAFdF/8i5edn/\na92fYmPMfEyZGO/jpuc8X3zl50qTiSLMNvBtdm9ifzs5flJT0vz+ARiV5XV0JXvf3JhG8/M3SrMF\n7tm2F+RtSiyUSwr/sotaEASYKJdsFxO+KKUIm07ZlvvQkpa05P8BmReWQt7plaW0U26sUj3dCNaJ\nXQsTGSKnElEplVawGYMXl5QqnbAfK5NWMvpKESjXFEtLauUQzQFH2bqDubHmzVaNQwUezYV/kJJi\nlbFcshbG7GO5WR3fK1CtvIj+QYEmP+XleOxxGc+b33YOH/3f1wPQPzPNx6t3ALBqfT+94/0APLb6\nF1QrOT6z+Xty7OM7uWdgOwDtp9Zg6hQAurt+x/DIYHL+2BuMjAa8pBQayLBOR1E9uSZfx2xRjtWY\nYAdmg9GeDfKd+V4KCZpul5Xmvx1qEDI9p5MdYjbgyXWF4jJtH5X0gAyVoR6EuNmQpGpUaVw3K57/\nbk3P83F354VSUMajbrs/5U0V7Ukkm6A94bvLe34G9x246ETj+NZRCnLxPB8TE3kQoH2JlrepXUwV\nlgDQMb2bCdVN3IIjcFrWCxt0OtmS8SqFsXARz1foMKssMq6Myvq1Mq4s1+JchV7N/o4laigKSrON\nBkXaAj02MY3JJX5rJZpiwZnnc90uyT4cnHmKv+8Sl+H7N/2e1wWXAHDLxu+h1WEAvPeFZ/JPP/kK\nACtevpralht4BHnhjw9XM7pB0pNeEFHrk5qKbjYyOHK7vTFZrP6sF9b5M0qQSAajm2g4MzdFPpBy\nMOC+RIdu/jc9plJzKvPZ7qebHo8/hRnX2POyLk8a70i5F0MaeT+au1BuvES+jxFrRjpjAV2685Cv\ndV4ohbxfpMeTyrK8idinZILqMEQ3IVaJopTTMIoitJc2mI3TTMmxVfzyQoeWSfzAoz/kwhe+C4AD\nQTc6Sm++AzgVLgSTLZgCq3Uzk8M0hVM/W9BwdhFV3HkoeM74SuN5IJ3yWuskt98Yn4g39zyfIyqP\n4HsrANhwyuF87UYpiCr2GXZ0id/q7/a5oEOo2//8R9vptIpjzXVr6F38Co7rEQzCSn0UT5V+BMBa\n/UL+akLwD9/wOrjS/DoZQ5L/tyVDTVjJM/cJJAjceC3NLIC5V+7m+821/VzHihWCmzrPKPUmacRZ\nI3GO26gQXJh/DN+WbbLnm6vYz4Xpx3Ls2mPpKUklbC3I9C9/VmnFFFrSkpZkZF5YCguDgPf/rXD8\nXfOfHtMV0VXT9Sjxm0JSJaxQSXmqp72Eqly+cFiJjE5Kcsu6yo2ffDcAd731zVz24qUAfPZXO8lP\nlQliunPTvEW8NJOJ6cxM0qJcAeSrCca/p+DTkRetPDrcyagSCyhQfgKQ8T0f5VK8K51cnKc9alET\n5GWDRLMaic72r40xRElMxadgP89Q547cCbw2Lyv9WUedxOOPCR9C23Q3d6stAHRUS/xov3SFWnrS\nKkoDYinctGWABT1TPLZNAE+VtgNUw3Nku76QZXZWHTv1UrT6iIyFWhO3KS0IilfEuTIuSkG1KiXd\nMaovljndCKUSRF8YRk23abZPs+M1yzxlU5x2/zm4NZpbN3F/yhSIZpyxqobszCzrsEmmKgjhvMOk\njsXkdaY8/VBlXiiF79z/Nab+6e8A+NpDb+MNZ4vv+sReqWgD8d2DejqpgiY9AwC8XJCm6rRH1b7f\n569s4y+/838AOOf4o1jqC83YxS94MVfd+VtyOfHDg3qYMWvjoFcurzFRSo0WizEGX+foaxf//PtX\nnMKql7wJgJPPvJLCzBQAvqcItNP41UFuGuqzjgdzt6qDJgjHJhNEqbTZKQYCT25GOerl34MNDO86\nFYCrbvoPPr36rwC4IrqFXY9LAPKkpZqJNhnjMZV2HumSNnG72k/l2PZFtLfJPdu25wl6x0WpP3HG\nYbzuTqmSXHPi8jQgG2WDs/LCOm5C1PzlcaGYbrNhCbbOlgzkWc2m7XO3a3Y/s5BpjzCcjSBserz4\nPJ43p5JqlEYuj2bnabw2131x94mVX045yE0n9R73/DikcR3yli1pSUv+fyHzwlL48fs/x2FrVgOw\n9W9+SKfVgsWcR8U2/gnw0H5aqOI75mYu71H05LfJeo6SJeVpz+fI5yQSPoBHj22wOn1QcVCtBWDz\n5kdZWQoZDMUknQ7ridYPwxDP3iJtNDP2HEVVhFAsABQUJ4q8+CwpQ/75XTvo3ydWyKc+cD4f+Jzw\nFFQCJ+iZ88l5o7znvDMAeNcbl7HsT6X/ol8ZTErHQ8flkDRa8xRkFJmkoEdSf7H74xMXe2nloUO5\nMWNUuaN6Pi84X1yb3M4Cr7j3XwDYePY4a8qy6q/qfQPjQ5sB+PTe6zljlUSwP3/py/jwHV9jUXGR\n3NuRKTa88BwA2vacxuDaGwHYXr2lKda/KXrV7c2pU/fNbWISPxdPaetCzrYutNZJxsKN2DdaBnOl\nLhstMJdBvDGz5KZB48CzbOOWrmfdorg3aSONfbMgqDvmONDuN/S2jH/zrEVT9xWq0wKc6l7ShBdz\naO4TzBOl8EfnnkytJlTi3/7aMJ+54kIA/uxztzKesxOklqMev5Q6QiuZuDkibn7wlwQTUs33+Y98\njS6bfdmxZR8zRrbrLdcZnxL24u62iKK3EIAvfPly+k4/n+++54MAfOOO21kc9QDwdDRBNCFml8Gw\n0B8G4L3veTWf+oLk8vu6q3R6K6kMCEz4vV/9Ird975sAfO7ftqM9if52qiqFQMay4Mgphg8s5Y0X\nCQHJlh0zrC/IwxsINGP2kr3Io5Z5mI6vGqUTyfNU0qEIo5MqQ0WOuIkrKELbs2x13+GcudbnU3dJ\nxmBFRx8v6BLlWR5uZ1tBjvXktge44AxJT+59Yh1FI1DmT3znIQban2bDyjUy/nqVzdPSlDbYegus\nkP4Qp0z/PbchNPDKr2aa/za+lPGVGWMyGHZlFZykWrOR+LmQg81cqUxGIzIZCHR8zGb7xKa47/sW\nTp2OIWV2TtGlEh+Y7b/HLQpiSHsjsYzrWs0Vk2jWbSz+rWZi90Hz+Dah4l+/9DAKNm4RNukgNZe0\n3IeWtKQlGZkXHaJqM2OmtvsXADz8g99w7Ls+DMDY5mt5859/HoCgVmG1BcU8frDOVEUATjqq8ZaX\nnY0e3QvAnbt2sH61mArHHHEir3jLWwF45Lf38bX/FAReqAtccIFwBuzb4bFsjeYdf/FJAKrDE0TR\nEAAf/NDn2LRdjluv1/njM8VFeHDbNMP7DgJw8YmL2bZ5iFqvBBrPOP0Mtm2WSP7wgQI7h+X7wbFJ\nXrxBVoZBVnPKqeOM7JBjHHX65XR4+wB4+4d+yrD1TKLQp2YDnXG5MNhgWGMxkcU5mFAn2RcTpg1R\nFTliw/D8k6+ke7CN444+HYBHH36SI5dJg9h7Bm/ja59+LQBr3/km1huL5xi7jmOl9IGDWy6i7D9N\ne9uRAOzafwOrj5Gx9dUvYq8SFqZFPty4VYK707XdmTFLbt9hd3aJT12zXs3G7MdmfLOc/aFgEZpv\nlwYXG2tM4nMIVoHkNzfo534Og5jsNVvQ5IKfGsd/KOXaLgv5LJBcPH6Tdss6acOJaVGhMVx9+88O\nKQI6L9yHPzv7BGZs1+DxmQKnPXwfANXIo6zl+721iK6CTJDRsf1ESiLRJV/z4JanODAk4JsDYxG5\ntm4A7n/oFq66Vnz1QqGdKCeuwPjIDNf9chsAYQhPPg1PPigVgwUdseOgnPPhzUMJx2DRNyxb/Uo5\n7hO3UrJ3btuu/bQvL5HvPgKAb177ICetk2atT+3fzac//3EAli05g8IiOX9U7OfKP3shA4OS0rvu\nhk8xZMRlWbloKUObxBUpqIjJmvj9xXx7El8IGkxJUET12Kdt8JUTqGOE580AUK9tZWdFMfWEmP89\n3T6/2CmaqL9ngI9+WO5/7/RyCr4o30Wl0/D9++UcM5NMm2Po6BEU44JlG9FG6N+3sQcPUarFnr9g\nWZfc/22DTxNo25MqHp+bP2gCCgLXYUolfiET2j73TsxCFzrSHNxoX8T0Sxd56h7Lpe0Td6JJkZEh\nw8KcFGdZvtBmaUz3b1cRBUGQBcVhHMxchIlT11qntDQKQktnFwU16nb/HLNTqnNJy31oSUtakpF5\nYSmM59vYtkNWKqMiBqqyat79yJPUanG01mdoRgJ1qq2PmUlZ9Tw8ZmpdTNfl74LK89RWWcGCKCQc\nFhahvv46paJYELt3HUhMrFPOWMXA3lFuulNM+XLvFKOjYh2YMM+MNXnDWsAPf3QdAGPTAfWcBBB3\nV2r0my7YIub/w5sNlQmxQhaUO/nbKz4BwMFnanT6co7dEwFHLVlI+wJZOVesXMu+PaL179kyQEdR\nVpPFfb0stbDt7eOjmFoceY6IMqhVkxKM4oBqlELZ/LTn5fFtkCystaG6a3hDsqIMh4t5WUlcrjsq\ni4kqkhU5buXx7Nov1zLi3c4KCx6a9nvZU/4+i30ByTyz7UGO7T8WgGWDlzCy6hsAnL+rF6/7TwDY\ndPBetIrZpL05V3MXJ/BcOXvd5PdmRLexNBZNudF7V5pBhuPitEzGwaSNfDPZIJPiThqxCM1KmI1J\nC6XcAKLbmg7EshI3MM54NHc54r8DBSptgjHrvHPJvFAK2/cOUrFceosWdDE0IiZzX1cvg9a/LhMy\nOiEuwrrudp6cFF993YIiW3ftwuTkZo4e3Ed/v5jlOvJp6xFFUqu1Y2xjlI7OdgYn5MA//dnDtHUV\n0Ur+LhhDyZeXdag2lbgpnqnx1E55qYO6olLbD8DjwTCrFq9kwypBSC4sTVDqF6V2230DLO2WSVHV\nVWaqNpPR2UHvyl4KtpNQlTwH90rsYml/jhULJHr/u2376OuTz5Wpesbs1dopegKMk3rzYl81Isk+\nhBEEnlz/xIzHyuCFrDxKlOcTu47k3A8dAOC+f4ezTpRMzo/vqFC1k3Bk/CGCdTL+oDzOssrrMR0S\nO1m55jKKVXF5Hhn7PCeY8wEYWPp7JvZLqrcU5al4MfmLsT5xTKZSR0dONaTTtEd7zX3wxpjAXD55\nMwUTRUEG2GVMioKVY6UFcblcXJNSx/M8tAOyckGOgX04vu/jO8Q2aU2NBiVo1uR7FY8nW9eTgI8y\nNRFWkSYoR4Xv2ecRBCg/ffl92yjnd08/wwmHHwVAPTz02od5oRQmqjUW9ksFY9EEeMiKXpneQb0u\nQ2xf2MXOIXmJZqqjBBb1t2V4AjMdsnCRQHC9ZSvxrVY0QZXrrrkSgBe/6kP0d8uLtGNEU5iRFySn\n8qhKQKlNVv6JCgzact9CoUBIjKgs09Uv3ZJWLFzGo7+TFOq3PvfvXHbFe8mbpfbYQ4RPiYK54s3n\n8d3rfwNAl+5iXyBKRVWHue/JSU46YrlcT6VCZNGSlakqYb88+OGhGcYroizkJUoxC5HJ9iqI40mu\nP6s9L0VLqoiSkeCq3/kyin2TPPCQBArVojof+hdRyh1hD9c8Krs8svtf8b0LAHjbeZ/nmeH/kB+G\nejjmtNM4oH8MwOYdv6B77b8B0NPdzcEZazXtP4GDStJjFV3EUzPJ2CKTEpdiCkQxrbsKEjS5KAGH\n0jxZuTVCl5+SrWYVhpPqTBbItPo1DtKpyLGoYtIeFPEAjDJJ49ucUhBFGC+fHC1wCs+UVb4mDPF1\n2Z4ztSBqOVFqfpOeEl7eo163cQwNng2uKtL0pDIWyeso/9DibrQHRF5yzqhuJ0O+RBTIeLXfQjS2\npCUt+QNlXlgK5517IpsekzSWX+xh/5iAhA7W8lQDq83rVaZq8rmOjw4kKl4qtTMUTrJrr6zOxXJI\n3a46h61X4QdjAAAgAElEQVRazsCwaNPFeppCXjgU2ut7GbeWgud5jE9XKVq+QYymXBJLRSnQdqno\naOtkakI+D/tDrFslZcffufl2lvUex9ND4s50FUqE1uS8cfMOvvr9awG4+OUXsHBMxnjpwnV8vz5K\nZVrGWaONFRusRq9o6nalaOvpxreWaK1Wg6SZi2FWCN2RtBmIBuIVIsfKNWIpLOlug21VvN4R2T43\nRqkk45+obqDTl88LFp5MsX0lAN+/8TJOO1H2N4uq3Hb/uznxVHlOKxe/j+3Dcp69U1/mX1//dQCu\n/eo+VJ+4cn5hEmztCjrK0LDLamizD5Y/MfnN/p91C1TGCpgrvdgI+IljEEnWIom9pCQlrng6LVTT\n2rMuR2ytOaNRaZsAZRSRqaU/2jH6aLRRRNa1aCzDLhZzyfexBCaNQWgELJW3VpBbei21JPJ9tVZN\nXElJqtix/E/rEHXPrzdj7IvUUVQMTdsJOj5Npy26qagiuiTmp5mKMNbXrIdVCoUiixYJ5DaojFIL\nxMwPS2Ve/3YptOrrWcSmp8UUz+U1hT45bs4zVAY8lC3OWb16NU89JT51LpdDB9bcMzA4JA1Vz3rx\nRUyMiCtw9gvP4iv3P4ix7kypVOTw5eLK/NkbjuX1r3gFAAUvz/RiQVHuP/dU2u66i6FpUWyFjgVM\nDsg1t3VCWJOJE9SqaF/G6ZK7Rkhvh8yLYtycdxycVURxm7L8JF7ujQCc9xLNdT9ZSHvlvwEYGJpk\nuuvNACzue4bNRenv0KGfZMc+Oe4HP/wV7rnllwAMTvXQvfAMTE6IXA+E32Z57rsAnLHyLL7xU+kw\n5Zc8Oj0xpX2tieICKBUAYdLI1cUjGKNRTkyhebAxstu5xUE2DWeixG+Pooi8E4D1/fj81v836Z9x\n1a3b3i7j9yvIofCUDfTpAN/+prVG+WkRm2/HUgshtNvXgzpGawIjc7js5ynZGE9AjsjGiIzOg3VR\n8sZD2YpQRV2UTxywjKKk7Zz9ApBFMrDNZOtRyHhFAu3d7T1N7mNzabkPLWlJSzIyLxCNy5YuNL1W\nuy9a0MfO/dK/EK0ZH5HPyxb1Edl6hz3TgxTsChRMj9FZ7mDhQlmFh0er/M1bJTjWGUZ8/VoJ9Km8\n5uP/8H4AvvPt7/OZT74DgKc27eONl382iV5XKhWKRZslMCbRwIuXtUEkgU5t+qhMSh3F6OQUHR0l\nRsZl1Y9Q5MqW1ry+j442CUBWgwIzVTHX82jIaf7ti4Ki/PSn/pWtWyT6v+awheSty3RwOmJwRIBA\nMfYerLna2HzUOBwDOjaFfUwU1+wrjlv3KgD2Pvx+rrl5lO1PS0D1o/8yysKuOwEoDP0Z4Qq5548/\n/U2KuWMA2D5xM6evFYDXjq0jDFUe49QjLgbg/qf/nfXLr5L9o5+xaZeAopZ07qN9mRzrkZ3/hqnY\nTIipoXXKJwAQ2syQ3EQnbTcHorER/BPXJDQiDb1MvUjWRTDOSu85Vou2jXh930+KrrTS5JRG2RR1\nvqgpWApBz/Oo1WPrJkoCmBFp6X5ifVjTo6h9zj1F3LEDw6M8/Ixks0KVw1irwygPz1oQym/D87wM\nmEnHGQWlCJx7Fl9XPQzJ2wEsX7aEH133/UNCNM4LpXDYsuWmp1MIP9o7Sxw8IL5qxdN02OuuqCoT\n0zZVE3lUQjHDjt2wnsHhKQJbtejnOqEmn990/on8168k+l30FN2LJdV4cHiCun1ZBgYG8ILUDPNy\nfuJzep6HZ6P3XW2asQlRXIWiohLI/hPVCdYvXcbouKRLp6shHmkRT0evPNTJiWqGKq6jVKScl+PV\nalPsGZH9T92wnIlAlNJTz2yjUGpPjhXrAOGOdApidNpqTZFLiqOUUnjWh1UKTjxGIN/Btgs545y7\nuW+vKMyvvfLjXP5tydKsXvFarv2R8EEUl60k7/8RAMs3riEcFPdpx45OVi17OV67ZCP2bllCae0L\nAegrv59aTrAZ4e7rydf/HIBtwXsZOPgruZY4fuBMvbhXhZjsacbBTTW6c9X3/QYegucmE2ns9hXz\nbGqt0U4mIWfiQjMvDR6okM5ygbJVEmu6c/zzNVcAUO72yFuuiro3QL4u81SPP8kFpz0AwLrVBe7Y\nOUR3SebDyvwkX75PXK6O+insfUIWiGu++Gu+/Zjc59qkStyPvO/j5ct4NrORy5XwC3E1pUe+0JWM\nOYkpmWoSk1jU1cP3/vtLh6QUWu5DS1rSkozMi0Bj56LFdFqNtnvPHuo2yzBBRK8NNG6dCWiriNb0\n+iI6pwVXMDQwwf6xMXrzEmUdntYs9MWK2LPvAHfdL9r4nW95P49sEWxBKVzJxLgEYAp6mNDvJmcB\nHyaUgBBADY1BNPPFp23gl7dJhqQyXePq7wk71MWv+1OMqTNlg6O1UPPEA4LoO/ucD1CdsNHf0KdU\nspwN09NMToyycMUqALZPTtLTLi7H9n3TtHVYE7PoUa/KClooOqg5DSpKGX7CMEwMB61DfOtKdLVP\nsWSxZFK27a3iTchqcvqLenn3+y/h3e8Vl6fjDb1s+txWAK54zyJ2Dr0NgBed8HLO+SNxBS5+4wdY\nu1Q+lzojbnv43Zx4omQm6qU9TD0j5+w4ZhHRw5KZKa88yIi1ejoXfoyhwdsBiAul45Xabb7r1muE\nUZgxl2NJUY8pCtClW/OSAGIagJSbEx/DRvAd3gLXHQljCjeiJHuQixTTFUOvL+7QN6/+OWEo8+G+\n797CcRdIoHvolp189UdD9vhjdOdk1d89vICzVyymvU3m2dRUG397vrBdXXLUCjbtlvnjTY9zcp9k\nyR6t7KFqrZugFhLVqgRKXL661iibMSsVFiTj17qE1mJ1F/J9kJPPvT2HzuY8L9yHF6w7zHR1yMu/\nfc8YUzNy4V2dfXgFeSlGJiP27/shAPfdsoNLXv9eQB78gv5etI1JTEyOM2Wh0eW2LqJpMcsLxVIC\nkCn6YYJuPDg2Q1jXiVLQuQJFC0RZv2IhB6ZCe9x6kp4yxjBdl/jCEauWU6tMMjYhimiqVqe3LJ9H\nK2Xq06lrEp/f933qYUSH5Ugcr0zS1SZuQr1Spatb0nj7hg/QXS7ZfSKUSunI6sYF7ECcoNJa49n0\nU9HzefAxySTU1CjXfUdQh7/80Y1c8beX85mv/iMAW58pMV69FYA1y/+EJ7f/GoC7f3QVl7zjQzKu\ncIAokpd9cnQ1nX3dVJUQsAweWM7+QbmfZ5+2mb2/EW6KjSf9kImO0wCYiY5j6+bj5JnZ9BoJYKme\n4QAxydUYGnkK4/sPDV3C4jgC2ZUuE3ZpmOtuVyXt9JBoRnnmR/J3tSgv11HtgCXmWd2j2XiWUOE/\nfu8gOw48DcD4RISKgae5Dur1On3dopiDesDEoMQRvGKRaRsTyGnIFWUhGq6Eko0AfCV8DHEYIUMb\n53loLKhK5ci3yRi7u7rAl/mzoH8V3/32P7bch5a0pCXPX+aF+xBqQ2jz8QEznHeBYOfvf/BBlCea\nrpyfoapkuCefvp5TThHT+74n9jAwMcmKJdK9SAWGi15yHgA33XwPG4+3Nf+79jF6QLAFQzM99PXI\n+fJEhHkvIQUNwmpSXDQ2VWHvXtmnjke9LqthV76fiq1I6lu2jKHtj6A6bJR/VFEbsyt1oYdFyyzg\naXKGE14gBUR33XY7fhgS2rLwQiGfWCq+0pTaxLroqHeyvEuO+/Nrv8tLX/pqGVe9HaW9ZBU0JiLn\nlhtbDEegFCedJBHuBx5+movfLqvUxZcezaUXfZZiWc7zktNOpxII5Hrztr3cc8N/AfCn7/4QS5ZK\n9qFSqVELNsk9jjYzErWxqu9cuTeV39KXE1eiGnRiVn8WgAGvj/FNUkbe0fExUsCVwfNTCG8UKZRO\ng4sxfLmxICkmUdU6rU+IJWeLkyK/QsFmb4Kcz4yd4e1Vj5ztw1jJWXiwW8Zs3S83e+FKRITvaYqB\nmPmjtRI2AcbvhqsM/lLIbicoM2UkoB2Wg8QaMVGIl89RsdfgGzAdAu0PAI1Ynl6uTKVqLUrtMW1L\n98PQEPqp9eJmIrTWKJ2YEOhArOOhiVpige0/sH3WNc0l80IpHLNhWdIM5fjjVrN7124AznrBRvr6\n5MaNT0ygIxtJb4/4/Bc+AMClr/wQAzMRQ0PixxnyHL9UHv4DvXkOWyZm3e6nD9LeJkQi/d2GEeuE\nT4xVKBfbmJy0bkZ7O4E1awfGphMG53yhja4OMesJD7LQTvA7f30vSxb0cGBYzt+tylRrtq6iNM3M\njMW+12o88IBEomvVKp3tbUkV3NT0BDmbnmsvlRkcFPepEhSpL5HYx8WvOoevfEHM8re+/zusyEPV\nF5fjwJRipp5G1iOdmr+xsgHwrQ//pe9+hSH/cV51kVRDvunNR3HD9ULlvjeM2FQVs3ZgaB+9tgHM\nqpVruf1BcYs6vEGW9hzLM8PCFVH0j6K4XMbSlj+drcPiiqxf/B46jpVnObg/jz8Vx0QCKUpyqgwj\n0zzLoDJ+f/wSZDMTnueRswVxy9lALi9v63Jvim2+1GEsKrbzcFXupRd6eDolo3HrENz7JZyIMRty\nDa011Th4k88lnJdhOc+IfdmrtSlmLHIz8nzqcap7fJKOjg4m7HWGM1UKlkzU8zymp0VRTYzPkLdx\ngAV9CxkYlUxcoMNZFaRxZiGXy6GNXeRKM/zwp7YOZcER5D2Z85GpcKjSch9a0pKWZGReWAq93T3M\nzMgqND06wZL+hfYXxciIaPdcLocX98MLh+kuizY+84xj+NnND6FLsqL59YDPf1tYgI477hg2b5VA\n22RthoKN1u4cGSBnWZi6OnqpR2kZbUSdMNaVkaJUlu1mpmso62LUVA+VqkSVe9vbqFQqlGKYrKpS\n8WQF6CVkZa+Ykvdvm4aarAYbjzqKvXv34tlVKZiapBZHmUNDR4dEn6OxMcZHBPxULpd59weulnPM\nlNC6TN0yHI2VFB1arj+Kosyq6wbqLPqVR+58kPYOxd5tsoq3d6/lDZeuB+DnP3gbH7xM6PAKBTgw\nKDiPgYE99JRsoDbXz56JAfxI3IfOzgqDe2R17ly/iNWLhOZtJmpjco+wNQX5Mp4fr8w+Srll0XW0\nSVfoOHsgpnzcONWxHpDAYszarBXkLJy7vb0bxmx/jqCLy/plnuxhiPttcFirHGEU4cVwZ9/PuAwe\ncQOgKVaslJX2y//xFZYsWYvKx3UlDps0OikxuPj8C6hZOHxvV3eysk/mi0xMTNBmeThqCsrt8sz2\n7ttJd4/AkN9x2UX8n+9KQL1Sq+LFrOVKwGrGi0FSAXnPzsfaFH7ZBiS1oRzJ+5OPeonxYToqHbIJ\nMC+UQkehRNz0R3gCLDot8CiX7U3wIkJbj1+bmOFLX5QbV53yuOSMk5iw4JNb7n4yKS+995G7abMu\nQ95UbVER5EptDI1IOq5YLEoDFlubPj09TWRpuLu7e/At5VYpV+Vv3v8WOcctd/PM49IYxYQRf/L6\nM/jyNwXvb+qjRJaDoFoLedQWanXlFFXrhD699UG62xfhFWSCrFm9CBPGaMcSBy2KsR4ZRkZlIldq\nUcJA7Od8dtXHCSOrJKuGisXBF/M1jJFrUcrDc8lXctbXrGl2jT5G13a5Z36Ui0sn+K/r/pETj5F6\nDc9fh9KirCeq+zl8scQnKkGAmjhA3pNrayv0Mbl8DwAHRjZR9wSdOXDgZhYuELei2F5ifNjWcfgB\nykElRpUCdUv75mkPVYtdoYjQpid933ciEqHUNUROPYiS8zNzAe05cd8KUcQ5/UIs+fWBX1CySNN6\ntYpSijYbExgbjogri5UOMdatK3ol/uvqf5exlI5F+ZPouMDMGFRcexAVqeQk9vSTX9/OH50msaOJ\nyVGmLBlQNQjo6OhgakruWU9PT+L+tLW1UeqTOTM0HZDrEGUxOThBW68Msjpeo0oFP3LQtrZ4o5PF\ndNvnPDoVct4lrwNgVXfEf9/4cwAuveQ1/OgX93AoMi+UQn/bAmYimRRTUxO0t8tE6i63MxXK9yZv\n8GwAaWZYsd7GCjr1KBPVKgsjmXBrXraIa269A4BrfnUrV99wLwBf+uwnyRdF84RmnCUFW0AVBESR\nIQjiTlBtSQXa1NQkhYIt6PGL/NOnvgzAmacexs69Mq6lS7u56ef3gScvnK+LSdCsWptM0451P0mD\nEnRC1EHVIi8HBsfo7bFxAC99JGvWrOGsc2xw8s5H2bNnByA8DzMUKNlJceLKpezfJ3GAuuoBEzMc\nKcrl9HgxJ+Lxx8KxI2fx5x96OwCPPnwVx54gEOigCjffKnTtr371+zBGxh/lCgwMWk7GRWvxdQfd\n3WIFRYzTNiP3/ytf7EQZ6alRKufJ2VTbkmOOBiPKRmmDiSooy68Q1UfBFoGpnE80IH703l0jjNn9\ngyAgn7c+uA+lYomyxSAEQUjbQlGwpdJK3nCKkMWOlNp465Tcs5FJRa1tzD5LWzBn5Jk98dTTnHiq\nzCcTlgiTas4cn/n0P8k2D9zDt378WzrLosjGhod53zvfIJtFAR0LJN361+/bQE+vLET79w2wYIGs\n2tWgLpyLNi4yMTFBZ4coqXw+z8yQ3Iv7brufnOVAyPk5Lr/8cgC+840vs+egIabcKpfLjI/ZxaOt\nxtC4VaTKw7fj//3kDJf9iVhzR6zayKFKK6bQkpa0JCPzwlIIdUSXTUm2l/McdvSJAFzwxtejbKpG\n60kCW4fQvrqb171TmJW/8rnr6PZ9jLUUahS59OVnA/DWdx9g34XHA9D9/mvoWibHqg1MMjoiKbRg\npk5Qm6FQEO1cq4UYy0Vopmcoh7LqHti6mb5nJNX25PZpOrplNSi0dXBgskpHp/zd3t3GtOVNyGuD\nsZUwHfkqvk2v9vcvIIxqzEzb6HV1kjUrhQ16YGCQZYtl1ds/MsRd94lbcmB4hFKvWDe9bT55HVCx\n0eeCF+Jbq8H4Hnlb1xFGmrbuvuQ++zVZIW+5aYicr/nEIrk3W5+p8MbXShzhr/9mLe/6KymR7smv\nIlCy0ua9ElHVslDpEOVXGAnFOunpW8DEjKTkutreSU/ZFhR1duDbtvYKjwBxkbxwMVAk0uJH61wb\nYVz7UJ9C2zqYBct8aoNpGXDN2Ptag+moCkVZ0zrbNaW8Te/l6+zrk5jSwN6QYlWeS00FRJb4yXgB\n+YKmvyRWYFgu8uvbfwvAy895JRV7ntAE/PIXEhP587f9CeeceXZSn2WMYUmn3M/PfuELHHPSC+2x\ndxIF0q6gq6uL4WGxevKFMvlSMcmyTdcnk9jPxPg0hXa5T/sH9nHM0ZIG3vTkOD/+vpS379s/Sj7n\nUyrLc164oJ9TThTr5JktTzNuka/jk5PkbU1NV66bx5+QZ/SmT57Jocq8UAo333Nv8sJTV5xrSVYG\nqlt4yzukU/SMaWPv78QV+NkPrwVk4nhUMLoghPdAyRSZ0YIoO3/DM6w/+S8A6F8SkKvIBKmbaXQo\nplu1OkoYlhLoWxBGhGFMZtJGJZTz3P1kJ/WDws2wdFERptKqPJMzqBlxJ3ygZgNAJqyhvIrdTieV\njFEUUQ1DSoH8tu/AFs558TmAxDjqNje9/cHH+ZO3Sres73/vao45XEzc81/3Tuq6zOWvlcKlgfp+\nyj0SKDzl5FX89Qc/BsC557yWkp34SkE9khx7R9tCTjl9FTGG9/qf347XZklS9vq88o1yzx+7/1FO\nfIlgIw4/ZjXLjxS+yK+877Nc+YUvcONDwtv21I9+wMnn/qlc27ozuOw9HwXg4397KVvvlEDvL361\nlYO7JNW6Y+sOQnWQux8W5fOxK77Ez68TKvioPsLnr5Rq1hedv5JyXvAnF77kvUzWZF7899cv46Wv\n/g6FslUS5IjG5Vp6+8Z44LHvA7B63V8waoRDQ9VC/HEbWCzVWVDuIYqbxwLlbrm2/h6fkWpb8pxi\n6ejIkc97KFvUFoYhhU5xn44+6QSMrdKs19YxPSP3ubOzh0Je5kJHKcdEdYZ1y+R5DAz1suOAxF4W\nL+1jalT2ae/oZvsmmb9BECSpcmMMURiRL4siOuW4xbz7r4QD44q/+wydC2Ru/Ob2hzB2zkbeBNO+\nLCSPP7OJczg0abkPLWlJSzIyLyyFnFcltKXINR3y+Z/cAMD096rcer2sRqdvXMukZUY+549O4/A1\ngmi8+lu/5IYb7qVuM1b5Ihy+WrS+6oD7viVm8XmXf4hSh2h2FZaJbGMU34JelEUrRmFIZM3yKAip\n2Hr07uo0u6dEg//u8Tz1Edm/sweCtikOWyGm+OjYAOedJMGlPlWBvI0kT7fzszvERA1VF0aPUzfy\n2yknn0QxL6tT3iuRLwtI6gXndtK/QmoH3v8PL8qo8PrYCOV2WZ1WLFzPRz4hpbe5Yg/v+cvLAOhf\nvJwN622ASQXMTIllcuypx/EPH/9LwjigWuwmsCtaqa+d9136YgDMyHkULWFPwUSgJVD3w/7DOXJR\nyOoXyn3+1GPH8sl/kJ6T2mhWrJIW9w8NbODxh8WU3r3fZ2xcOCgqepByrgej5Jo/8tF/4JfXCwo1\n9Eqc9RK55qBqePlLJJhXqwZ0WfagRx/fzukblrJtt6RUR2emqNukwAzLOOYICc7lVZlyLgZyheRt\nB58JQoYmJ1AWLaoCEuLWofEhZrSsxmNjY1I/ALzy7X/Hq9/2EW64Rgrs/vM/voiJxHJRpoMIsYL+\n5rLXs2iRuDJbt+6hbKnzRyfHKJY0b3+3gO6+8Pmv0TkjxWq+V0zmXEdPG12+WBM7dx2gq1vGMj5e\nkgC45fTYuuVRPvqRz8l2O/bzrteIRXfFJy7lVRd+EYBqGNIWl4db1/VQZF4ohVddeA5X3Si1/QMH\nBvCnLI9dWydhINV7r7/8b8h3iyl5289u4ci1Ap+95HXncsS6xXz8i5LDn5qIWLVqNQBX/fJOKlXb\nzu3SGfp7LfmJ8slXZBLUVZGx0hiBvRN+JUyq9JRS+DV5WYaG91Ozebt9oyOsWyZKaWmHR0eXx/pF\nMuHD5avIt4nyufWe7Zy2Uc6Ty1V59XmnAHDcaadx2bu+QK0ok+qsjesTmq///cVvsHy5TKpzjjqM\nF50lLwi6DDZ7YXQH13z/OtafcA4A7/nLN2MsnlZVNWXzUgDWrRtlIJRJ9IOrfspZL5AMw/9611sh\nNBib4j3/pAvpPVpcK2Py3H2N+KE5bwWnnSzxle/97AC72gWzcNE5R3DVj57izOMFT9FdW8YP75D+\nEIuXrcQURCmO1AwU5XPRe5r+lfL8Nh6+kEp1Cl2XlzxkmBWWTi9fDMC3aWR/hrVrRakVVcD2YbmW\npzaN0l7OceFL5d7s2rKPpYeLghreNUa9Km7F0Mg0WPozv5inUCzZ47aRzwVU/dS10tb9POrwwxmx\nrggLO+jujBeNIcamIs5/pXBS/NEr30jVzpPvfeljXPn1bwNw2LKlHH+4HHfvcJ2RESkaG5mEvm7N\n33/00wBUZgJhiAYmqmPkxPtkxBthSb/N2CxfxNiM3POOrsUs6Mhx+ssEt/Lzn4ySm5ICt6oJOP08\nuf62cj/5ojyLvr5eLDSDA/tlrh2KtNyHlrSkJRmZF5bCjoEBahOWrHVkmqWyAPG+cw/nxe97DwD/\n/e2f8OR2qWU/csVyiq8SE9X4mt6lPXg1UbWBn+MH10onpxesW8TNvxdE5L3XX8nlPxC3pFaNePmF\nZwHwzje9gqlcP319ooE3PXQvR50kK9Cohtz/1d55hllVXu3/t/c++9Q50/vAMDhDR0ARjShgwxJJ\nYkdNjMbXktdobG/EHmPvjRijxhpN7AIRC9iCgIogiPQ+MDB95szpbe/9fljPTJwr/+uf5Bvvde37\nEzoz5+z97GevZ617rXUvNeMyE+8dKFb57x9OxqPL9eq6B6/mHSgs2t7bxvpdcqLnckXM+1SaiGYd\nNwZTVcjcfd+LVB48DH+PqrvQTXJRcT+rCyycyC4A1mzM89nsywG47przGDNFGGTbgMOOOoW5f5V6\ngpfe+JraElmPfKqTc2fPAmDIEJPWXqktGH9gA5ZX9ew7HmzNwZOXk/OH0xqxvEJ6te1KUVMhLdId\n220+WSS9A8OG9rBmg4QV27xLOf+8Ch6/XrIJFSXD2PXuPAAmnTcVba/oJnyz/m2Kw+L1/fmVh/lH\nH7GoK/W3OOieEt78UKkyaSksRQ6SPYBX5wvpqHV10d0rJ+inn3/FoshmKktkPSeddBAffy6nYzYd\nw1D9CTVDSqmsF2+kt72FS38hxOyCxV9idCXIqOIxNItcRk7tuvpa6jQh90YPn8TenZJ9yeb2MOfS\nm6lokMaxO+5/fkBBqnnzekaUi3eYjKWgVxGgNngLxGsYU11C1759DKmQ/45E4mzbIwVPZ54ylmef\nlCwT6TrCSnX8gTvHsLlDMnHfLdnG6In1OLaEE4/dN4yvlklok3ZKKA6UqZU1eON9CZn9Ojxy9wsA\nBEq+J3f3L7BfGIVkIkm4SlzLeff9hm1LFgPgLW+gaqRU0V18XQ2LF0ra68/PvMLsqOgDxrsStLd0\noykBE8uySSdUpVhlA4VbZeFffmcxSVVK/Zsrz2fCRBEM8YZsHvnNdYyoks0z7exZtG+UDTr/rWXY\naoqTWRDCo4a4Ltqxk5NOlxfEMAJ8smwTZ6rmor3N27GVAnTEbCPhSKrx1U/6KCsQo5bV6ijNhtgX\nEdGXUOGBdLSI8SgNl+Ko1OEPRozjtF8Jw2yGSgbUBj/4ZDlLv+jgoRtEnbm3s4+SasXJECKZEQPz\n5oflXHyGGDsHB01tKAeNLLmBklnC8LEtLnt1sYe73v4UgEtOPIxZB8tmi6WHUTlEimXWrxzJ1vdq\nuOQCuaLmbZ8RDEjsr62NM3OCVNTZ4X0ce/rMgeds0T/qz4vleNFUfi8Z7WTVEuEeJh8+g4AqDV/w\n8tMcd6bqDG1rJqQ4oalTGzn4wMk0jDtLvjMY45wr1UsZ6eSvTz4KwC8uOQetqAGA2dOmsOJbceV/\ncJIo3mUAAB46SURBVMhE7EgfE2dIYY+uO3hMuZf1uzYTUiHHKWdeyJCAZEU2bF3L+j3bSG2UbMrl\nV++lskZCozh5Av1FTQmLvqyaLh5tJ6WapnJJi7defoLaRvnO9+fdx6LFkn2Zv2AbQ4fK/t/Xleab\nTWsBmPd6EVf/bi4Alca7jJh4IJ7Kg2Rtk7tp2SBT1I869zpiKt0b27iFmkZ1qHUt56obJKWJUc6/\nCzd8cOHCxSDsF8pLJ/1govPEOyICuuXDxQyvkxPt2jtfY96iBwGwvMXoCbGGTlDDVMy5nbSJ9kV5\n8N7nAfj6621EFLm4t91AM+X3KkoLufWmSwEZoWWq/z/tkJk8dvfdlCrGOeaD+sOERPRmvGxeJqe5\nFvMQU7UU+XyGTH/Pu6mhB3xMmynue0EhlCmx1YefXkVA1aSHC4uIORLifLmknhE/KmXmFPGChhWH\neOWFhwDIRmOMGyLuY31tiHNuFXUkr55m2QoZLDNx8ukUOAb9I9VSRi8BS070byM5goqo3R2zWbBE\niKp7Lh5DsL8N2YBvotaAOlk6nWNZSjyNn+RsdiRlnY8fU8WSleJ2rm3Zh90tv7O+Zw1N2nDwC9lb\n2ZDG4xOiOJCZQdkY8c6mN45GN783rkwpIT98xQ30huGO2+8C4OrLr6a5XcKUR/5wG/Uqfpw96+fk\ndAl/3nnpIWIJVeCUjKIZWa769dMARBLRAQ0D2ywgp6TxPOkEZokaGmRUEuuVsGRYXQV7dufIKuL2\nk1VryavS9MvOPoFsTO6zI95Gr6olGVrio76piXPOktJw3TC46RoJ7RrLD6QnJl6Ik7AxA3Kfmzu6\nKfaKB5b3JwkFy0jlJcwx7EPBEPIv7MQJFYjT3pcKsHmPZLkKvFX4kOufcfRYUj0RquslnNjTtQ4/\nsk73/ekuLNVH8tuLzqekVMKKa++9A5Ra1uO3/he/vnvB/x01543r3nV2bJDBIiGrh9oDpBBjxCFH\noPVPRdK7uPUyYW5/9/uHByYYP/HQ73nt2bfJqB6DCbUhTj5SXKyFn63gk82yQS6+4iyq1bSisN8k\noFJVLVu2U1daxYYt8v0ebwCzSjaYns3gU6mcnpYuDNVylrHyAwIdjlVEPB/B2z/F+tRJ5BNicEZW\n1fD6iyvkc/UgZonwE5o3iOXx0KuqKBtHnoDdLsNa5739FuVFYlROmjmDsgapbvtw8Tzuv/tWWTCP\nSXcnNKseeY/XQ1enfPaIA4LskHeShA16u7wIJ04uA0ti+i2ZKEu29TGrSdbDTyeJgGyert4k40vE\n5U1phhRdASkbdkTkxXnjz6s5eOQWRk84A4CKoJcan/zMcgy65fLxkadcxd26rpPVxPV+6D6bwnoP\nl58jmYXtbXGeeECEXa6/9gQ+Wiz8xHvzVmNr8uK88pcryUbVgN+kyN3bumQsfnHls9ipvoHv0VXp\nYj6Xx1Rhwd7WLXg9kn0699hJLFjfOxAO/uDE8Vx3jShQX3zmj+mN/eOd6C9wMk2DV/72Ehf9UCpp\nt+5qocInhtjK7eXUY6QztChcSJHiZB585V0sJYTi5GVAbf77E6IMeWYBjw+f4q7i2Th1alhx45ix\nfL5AQoyxo0dxynEjuOOPEs4k7QgnHCW82A33346hibE5d9adWGow0avzH0BTegp9Ha0UVR7syrG5\ncOHiP8d+QTTu3LKXgBKbTHamKFKVSO+9+RYzz5BClOTmb/F3SF7W1qC7RVys1V+sJ521STqSWz92\n+ize+0BaRP+2vgVb6SEENIvDDhcXf903ayhTQqnvbdyGc6AHIyAegZnLku0R99kq8GKrTsa8z0NK\nqeO8sWgpjmq1Pm7KJDZt2cHYCeJK65ksHiUbt651L00HiqXeumUXjkdpPlhZjJDF0AIhqsKORrJQ\n/qakLkeqT6z+jq0hdF3IyQceuIX+YcJGIoZn3zLGTBQSb/mbXzPxJPGOPLrN6Fpl66O7qRoqPR56\nNsriFnHRs8E0w2uraFNEXyBQRUgVaVm2l3Y1tKUs4BkYLGNnberU6LqjD2sk1qbzwL1C/GZ7TIyQ\nrE2JbjJ6qBpg4jWobZBLOff0kfi84gH+1+kxVn+ygRefFI/AcSCoBEpvvekN0lHx2h6eewWVdWXq\nmffhTfZPrY6w/KsdPPemkHBvvvgAt//2YVmLDR2QF0LU7wlTFZb76o6H0NRskPoJo0gvfXVAVWvH\nOhNNqUHH7Sh5j/zN4/fczO5NUjz36KOL0PQVZNQe8JKhOyMZm0I9yFMfSI/EVbNn8qfXpGbGyep4\n1GCZfZaPIFFOUl2vJ54wi1/dIh2YEdNHsV+8vqahVVx8qZCRn368iaaJUr4ezrSx/Mt2Fn4sClk3\n/vR0rr9HCtbQDGLN4kF0RNo5ol48jUXvPslxP5bS/MLyUv5d7B9GYddmph4ujGlfTENXD2XFvL/Q\n+oW43/HObionycbXnBS/f1zaY3P5LIXFJnddpqY/vfYapYqJf/KkH/HFRnmp+pI6TzwsrHQqGqel\nQzbOsPJq9n6znnBTo3xeQMOjhgQGLGdAG6G4VINKMRxX/HIWVUNkka28wfTjm/D7FbNveaFACaO0\nrWZnpxQ15Y0clurpoLiUnWsztHbLhhs6YhutEdk8BbUN+AxxkyPpXqJdSjDESuFRBUpff/IUlSE/\n2+fL57X3tWC0iMv6zZbt6Hl5eY6ZdTxp1Xr85fvvMPP42WrFDbpiHq65QXoEnn3kp+hKNfvp597k\nzovOlHvJOSRVe3KBX8ev0pafzc8y5/YJdPXJC9KyJ0jRUJVezaUpUA1Nej7LsAbZ7M3bu6kdIRV8\nFY0lHN80Fc3uT1EOhtavWIIDthjoTK6L5R9KKDTnkXncf9Mo2vfItZ159hxicQkT8zigDMxFF0+n\nukQM77IVG+nZIRme7Zs28sHSzznrdJXZaG8ZmN/osxNklAL3nOtuxVGCK62eTj566WOy2X5Fb5us\nahBrJUWxKc9/d2cWvypyqyoqJdorh1W5kUczC9i0W6WyFy7ijIOk4GjJjgR+NcxlxiFNHHSs9Ots\nWHsXdaMaAIh07OXMn17Ivr63APjZjefhUSnuvJXiLy9LxqKuIsDaPsk+rXo8wlPPS4bm6isuYdqx\nF/w/1/uf1n9/4BTmPniN41VaeONLatir0nNrt7WQUidV0ixl7lzZxPHICq5Q6kAd+3Zx6U9P5v33\nJI2ZsByOnyFxeGFcI6L0GFZFA9hpNcWpN0pnRE6NvTvaGNlQzd/Xyenk9zj41Ng4AwdPQPiFqmof\npx0v+f+ahmo0NVtCQyOTcTCVsEnadMip3vYX//DyQHybNj14VEowl4vjNQOk7X6xzgQeR352yqVn\n8PWX8oBzkS4mjRot91JWyrRjZBzeDXNuwTIsTKVM4/d5GaIammqahnDdb+UE1WyT9jbJszdveI3H\nHpM1iushCjwe8oojsSknr9KFo8dWs2m9bNxMtBZvQDyybC6CpjQPdNsibaewPXKK+7UQOfUi5zUP\nPk9/abGPorDUAtx4w0956tEXAHj8mTvRTB/0N8E52oDcu4Z3YEKXQ550TsRTvvrgAx567E0ArKzN\naadN4W8L1qlrS2Gpobp5qw+PIlTvve2XmAH5rJGjR7DwRUnhjTn+KMaOOw8tL57nB09ez4lXSfny\nhr/fRes6VY6eLqO7S17whRuaOfzIUXw2X3Q2JxxUT0Apgb30zkcE1ai3mqJCQkExfl4jhV/NeehI\nxDny0Im0dAr38dWajRw5XtLi363bQU6l1EtKS3jlAxHwMfIRsKWu4Yn7fsGR049jX7PMmjj2Z/di\nqzLrZYvm8cwj9wBw9a8u4jbFz/gM7XsalxbzlqxzOQUXLlz859gvwocJB4+ldb14B8UVJiObJJQ4\n9cZpGJZSl9EOQdPlZH3s0UcoKJWT5Z45t3DznQ+xo1vc5JGNNfTuEvfbKqykskHi2OERi+17VHWa\nAaj25kPH1bKypZWaeqlU+0F5ntURcX+LjSxWsdKJy4d4Y5EoOkXb9hIqFea+ZW8LYT3NuCPE5fY6\nnRw4UZ3uE88ntknCnzteeolbLxR3dcLIg9nTvpXxTcJYd7dtoWaEnBrZ9o4B615XV0dVtRRVdUcj\nrFguRVVBwwehGD8+Wiocf3buBbTE5ESta5g+4AHo8U4WPC/Tqg49ph5NKf2cffIsvl3yIRMmHSWf\n3VXEtrSkR1OdrzCuXBSStuSeZuxQScF1d0JaudiNwSRf7ulFVx5RKrmXQEBOR19BCbm4SgMGIZOX\nkKMkUEdft8jtX3rOg4RNG0+ZnEmhQosDGiUNXFNbzL7dkt776ot1RCOyFr1d7fR45JQl46E3GaMz\nKqGFbefwqzSgo4eJqTmjV/7uKe66/ioAvvx4NdPPl2xJUdmPQE9BRvW4mF7iPZL6HDtjDgfMEK/L\npxlYKvV8ijeGoyW55Gq5hFsu/AkrN8t+snQDS+lPJq0cphLDrKuuYMcuuZf2pEl3USFdylMYO3kc\nn6+UU3/8gTX4VCv/7J8fjdEvfa8Xo6XFG5p+2OF4LOjrlp/lrAghpFr3T488hROS/ZP0xPFXyrNI\n9vWRSirlMuffP//3C6NQGComXiEVVznS6Jo8FA/1gLzUPj0HmhBlyWSSPzwjHWKv/elNxk6aRFNc\njMLwsE1hnZB+322NcICSxvJn9hFVcXtnd2IgNdTZ3Ud7Sy+oirCFrUX4dfl3SssRcuSl7GrZham0\n+0KhEOk++Z1ivw/DMNj2nZT2HjJ1NK++InGflrPQ1WTiu847Ak3F+pvWbSFj6cTbRWcyZ+fo7hKj\nGJw6GY+S8LftLLGkGMXKsmpWficEanVNgLLiKvw+2ZR6yVDqK0UCzXEM9JyERtdeez7tnfJhvpII\nnTu3AfCXPz5FLpXh61Wr5Yu0EnSVxmqc0Mj27Q/I5xJj8zYhw/wBA39QQoRd8aFUVncTUxqHuT6N\nvrjEsVaPTq5/GHLcQle6kP6Cs4jHZNReLh0goZlk2+Xzco7Ol1+oxjErhK1k0mIpC7NfkNTrIWxJ\niJXxOWR6LPyq1sSybLJJOTA0TSOocvZ+r4etW4W3qR9Sj6Emg5sVNjZpLFXPsK+jiz3bhDQdPSk8\nwA8BePxqngfFQDH9+rLVBzQQCsn3d3wWHZByz+bz9Cbkc0eGh5BVoVRBocWezTtp75RrKA77GH+g\nGOKWHTvxqdRpPuOwepGI+Uw6+lK0AqlF0B3o6Ohg9qVysCx89SU++PA9ABLpDGZOQomN61ooysu1\nFBcXY5fJ/jfNwRO3/39wwwcXLlwMwn7hKfT0dPL6/KUA/P3LL2goEfZ+xnFvc+s9UryhOWtw1Kl9\n74NX8N1yaSCpLC9nw+ZmapT8+M7WXgyl7Dx6+DB6I8L+h7RCFn0myk3kLCpUz3s2H+OAxnp8PlmK\njlSChpD8O0URkYT8/b03XcZlNwiZg27SoxRxRjYdQDpuMulgYY+jLXEqFOlXUlE5IPHd3NyMqU7j\nYNDLlNETmX6y9E8sfP9zGkcplvyr1Qytlvsv9fvo65QTMEA7UTXh6jcPvEhlSQmVlcJeO45ORj1K\nw07w6gu3qOsswueXE3zLriwzfiKFN1VlSaJRm2xOrmfxxytpUt5VPN1Ht8oq+DxJ9qoBuVPHPEJP\nhxBwt/7+R/zxd5/jDYkXUzc0TXWJhAbx/GIiEfmbju0pUnm5r9ZdnzBkhHh9hpPHymTRk3ImdaQ7\niffIOuu6TVx5Oql4lnhS7iuHjqayCul0ilQqSzIpv1fgDfRTlhhkB4RLE9kUj78iIdeI6gKM1EkA\nFLc+iOGppcQna7Ovs5CXXpRs1vXDhxDuF2kOVmH0z8A18mB5cEx5Hj5vMd1+8VwbGivpUarbRiKD\nNyih6eeffkN5laxx1rLoaI2RUt6iz2NTqO6nur6CaE7WrCJoklKhYD7/B0xbCHXLmyQS9ZBolTVv\n3r6duX98EYCzTjiJlBJ73dPSSruaURnMFZMv6R9m0z+f819jvzAKV197H2m1+Lpl0B6TG29Zl+fO\n66XpJ9uXoKBMFv7Ms88Z6A8fNmw4ZFoxCiSfO3bqGKqUNn8uHyWviSv4+kdLyeWVrLvhoUe9YHZN\nLendHVQqIxH0+qgsVpJZ8RTditX+3WMvU10tL46h+7lfSWE9PvfPlNXX0LxLrieAM6DFGOvLsEvF\nx8FgEF2lrbqiSVZ+t4HJ045Qv5emLyLXVj+0ET0toUl5UQnhoFxX3ejhTDtDsh/14RyhyiFoKl3q\nOJDtEPc3nQqwdKWECbdd/zDXXyeCK93d3ezcuBGAXz73MppewjMvPAXATXdcz4IXhLHO5rI01ErG\npbstwpAiVdux83qKw8I11I2oJZrdS7pVDF5iU5bVecl4+EKjyOYlk3PeBbOpHiHXWDt8PHPnikQ+\nuQRYUfCJIXjr+WdJ5yQOfuH1hRhKF3PC2BF8s0WqIG+++TbaumRfHDBqLIve+Cs9WdnoPakY5UF5\nZl6vn6yjwgrHg5ORtdzY3McVD0mGIatDsVFPkfr+SYdPwmMorQo6WPHRcwCYVWGcjOyTZKyC7WsT\nlNfLM9zX1kGR0s2YPnUSX30ta2uV2aSy8uI75V4OHCIG/tPWZuq9GaoUFxXPa1SrytHiYA7LJ3tm\n355VHH2q6D1ijsNRWa4JR51Ad9tCdm4RHsKn26xYocLUsgr8MTmk1qxspmlkg3zWtzFCiusYPUN4\nrn8HbvjgwoWLQdgv6hRGjmhw+nPTqWhc9LEQbf+YYk+LykupL5PT4KGH/5vPFkoosHHDNo49ego5\nJahZVlCI4Ygrlk5Eae0UF/N/Hp+PR536pRUBOlrFAk8/ejQeM8nq5cI+15cWUqi0+vsyDAzvyGSz\n9E/rLC0IcuQUsbzLVu0mEm0d8CJ0XaejQ9zSQCBAjSJQW1tbKauUU2Pc2HG8t2A+PzlXCkuSKQfD\nJ0zy8q92MESd1FPqG/Cq/HV5XRlnX3AZAJZdBuigyffotLNhnRCdyz7fzCnnSuPXA7feyo4dcl9V\nDSPIKCXh7d8s51dX3cw3q4XZvuDnF3HZecLMN00ZT/N6ITATPb0UFEomaOjQIexulpDttS/eIbq7\nl1+dLk1s2cwavIFxAHj9Ovt65gNw7AlHsHKNnNQXnzOCky8QKTJN84NjovVPyCLC83OlOWrFku9o\n2S5qW6VlDazaIHUSxUGD838mGZ6UoxOJRFi5Tpq9uve0UTtMiNZ4rJtUrH+Yjk4q218LwcDgYM2r\n4dVtClQNSsCjMXqCFK+Vl8N110kTnj9chu1InYWmhgG//8yNALz32Q727pN1GtVQwt428ToM04eh\nSOyUFeW4yZJVGXPy+Rw+eSJ33CKitrZmk4nJ3g6GvAPTpipLC/Ca4jbHuiLUTRTh3lPPvIQ9q98g\npuZ79MSi1FQq77Z+CpdfIh5hwnI4arLcy+q1uwcyNKXFft7+8N+rU9gvjEJFeZETUGXGmuVgqe41\nj2HS38rnLyzAq37nrOMP4cKLxZX+euUaSswqOneI++Y1DTT18heFC3j4dSn/JJkgruTW8zmHoHI3\n8XlJlo+kvFvY/46+LB7EKIUDPnqTkkLyer1kMnJdYZ9JVFW2lYR9DB/WxNatEibk8xZ+v3x2KBQi\n3e9KOg4hv7jIhq6TcKKYylEzgyZNI8XIbN21jdoqMUpN4UIsVdTjKzRp3iMvgdfO4vPV0a70GBKx\nIqpKhcdo646SUyPWDC1G0Cu8g+m1CYTF9U125cl6/XhNuc7Wfd0klG6XL2+RVdp0Pk+UXFZSZaan\ngK6oKtjSmvFqQ/DLO0Um52CortVcFnLqmkPeGMFC+Y7htSPJqKwCWh7NkyGjqi1njj+YklK55k2R\nvoEmNI/fz5ZNUpG6ZfsuNm0WY6HrGhUVFViKb+nIJjEUX2NbGfzK+EUTaVLfGweXU6lCU/dSGDTx\nFSjuJxwg0SMG9rRZx7FqgzzLZ1++GtNUA1oJomsO76gCrFMvu5Eb5og0WzrmI4zsk3fX91CuqkCL\nyguYMFS+47rff4xPS5NR8n4+rYXFH8kg2LWrWgck2oN+jRHD5fB466X3mHnSMQCcd+WjGM521r4v\npeGYBpU1StezfBTX/FqaBS3d4NAxckCtXLOevCbPz9KyvPr2Urd4yYULF/859gtPobqq1PGpfPD3\nR2x70CgqltM1becxVK33j449hB//RJpGdn31Ncl4jJoKyUyYtoGWkxNt7e5u5n0quXjNDwWBf4zp\n6uhuG/h3eVn1wLXIGDkVJpSWctxxUwAYVVrILXOF7fX7/QMqvQVhHw7OwFxEgIgaHx4q8OFRRI9h\nGPjM780+tGzSihC2Mjlqx0sbce++LiK9cjqOq6mlSJXJnn/ljYTKGv/x93SCagJ77tn/wemWfPbP\nLz8NX0C8KNvWGbgsB9QBRpb1bFj5Fn+bJ95Vd8Sif1pdLit1/fInWUJKUai3t5fiYjW70jFIpy2i\ncfGcshlnwDuRcemKtLM9AwNubdsecIv7B+9k+ucqZDUMJYIaTedxlLSe1+elokLaoyuri/CYajBM\nLkcqmaZP1Z2kU3ky2X4vRsOvSLt0Kk9eXVdh2MJvhNR3JAEvjhrBpuk2hQWyz4bWFnDU0TJ/8qDp\nM/EGhGj1IISurST5PIbOL8//ofzbMilVw4d3J+O07JWsRCzjcIgSlD3j52cx7ZjZaJo0Tq34YBlf\nfyPrn8k46Ko4xXD8hFX9Q3GhybAhsuaTjroCwz+E3auelTWIJjlAEdXx7m14lUek9e3Ao8hpvSKA\nHVAzLHp3Y5bM+b8TPtQPK3MyeVXkEfSjKylyf1khiYQqODFNTE0eyBMP3sK3S6WQx19YxKhRhSTi\nEvMlM0mMrPi1z87/lFhMPuuMEw+nTE2zbt3Xgzck973402XotheU1HvOypC0ZNNOHdtILCW/N354\nOYuWSkwdKiknpqr2ysJB+hK5gfmRlp3G5xWX2W8msfKyWQzDwKvSnh6Pg+7z4DUVy9/Xx+jRshE/\nX7KcsY0NgEioWTmJVR+a+xqo3/8nOBneeEYawsaMMRl9hAizGATRdCVG42TR1TAY9E+585aPiKfF\nqKTzOsmooa7ZQ/8YpHChn0xSyd07SUy18QuDIRqHNuALyN/c94dXufJnon8YzfSRVG56ocfD0s8l\njWkbXgJqgzqkZGCsUdx/AyQiElrkzDi20ktMJvMDMz7z+Tw+nxwKpWVFFBfq4JX1CPp0sin5+2za\nIKcMRCSvc+xUSZUOq6tiy0YJt3pjcZI5h4wSo7F0i5Tdn94swBuW53fGyaOoP+J/AChzjEGTqQEc\nRyTmf3zyReRSEn5o/hh+XXgky+dQrbQ7fcU+Hn/6Y/6++DYAtq7txE6L8Y/nSrGUgffrQerqZJ0M\nHZoaJVsRy5Zw6Mw5GGoS1+49X2Eq49m6N0pRUMKXxsbxWJrwU1rNcEBS5brVCZ7ZbvjgwoWL/xz7\nRZ1COODnqDENAAzxGdSXiMv0yMdrBtzybDbLnN8IsbNn+07K1IjzQ6YPJRFJ41OnWKlRxY13/1X+\nJtNHXhdXsrW7i7Qa21bkT7J6hZBWQV8psXSGaExOioAngKZKU0ePG0JO1bUm2zroUDMi0z0JaurE\nre1NxZk1cwZ5WzyVoqICDpsm4cgT979Gb1Jc5HA4hBLhwfRqFIR8hAvlmiuqR7BggUitFReXUVsn\n5NbyL7+grFr0EBzTT7/88T+dWJqP0y+WASC64+D0/1jL0V+Xq2s6jt4/dftUbr59NlGliuSJv82V\nV4icXTKbYWSjEF2JRB/p/snQlkFvrzDZ5C3iiSSGX06hX553Jl6VSSgwC/ApPQbTymOpcWoZ2yIW\nlRMsFfUyrMlg6kESDuWz9sDM0IUffoFj9Icc4FHdh6BRWyue3pTJNWh5SKflZx99sXpgZqdh2vjU\nfQb8OtUlsk+MfJoKpWhl6DapHDTHpAahJ2IRUs/89j8+iBGWPhgTi4zSWfj+NPB/QJ5Nw7AszW1q\n/+k6z78m0nSXXjidtph4WpXpNJoGhx0vxUhHHu9Ft/onamd47kHJGGWSEUrUvrByOpryVLPd3/LG\nUxdw6ljpAC4etpfn75Ju2guvPoKt+2TNv1u7CUcN7WnM59HL5J69obBqAv/X2C/CBxcuXOw/cMMH\nFy5cDIJrFFy4cDEIrlFw4cLFILhGwYULF4PgGgUXLlwMgmsUXLhwMQiuUXDhwsUguEbBhQsXg+Aa\nBRcuXAyCaxRcuHAxCK5RcOHCxSC4RsGFCxeD4BoFFy5cDIJrFFy4cDEIrlFw4cLFILhGwYULF4Pg\nGgUXLlwMgmsUXLhwMQiuUXDhwsUguEbBhQsXg+AaBRcuXAyCaxRcuHAxCK5RcOHCxSD8LxHepHma\n5qX0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeb3140b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 5种插值方法：\n",
    "# 双线性\n",
    "image = imread('image.jpg')\n",
    "width = 150\n",
    "high = 150 \n",
    "image = cv2.resize(image, (width, high), interpolation=cv2.INTER_LINEAR)\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4zQSQhn3BJitzo99arFR0VzJbZCkRefRgzI8ItEVkg6VHRMOk7iRY3M7ibkuS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\noTy1W7tP/7cSlhDEFtsXDbVrA6RRukNuhlbvMoS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SRkJIYuQa2bZqtauurjblXVald9ff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\nYRQEBATaIIyCgIBAG4RREBAQaMP/AAM6ZKcf2HPRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeadd76a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 5种插值方法：\n",
    "# 基于像素区域\n",
    "image = imread('image.jpg')\n",
    "width = 150\n",
    "high = 150 \n",
    "image = cv2.resize(image, (width, high), interpolation=cv2.INTER_AREA)\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cBraGU4/3veNdAIDXf+fX4/3veDe2pyc6ThtQtME0eVkKZqHN8WiwIOM46jNL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\nGOLZN0WlONG6j5Dqw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeae867f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 5种插值方法：\n",
    "# 立方插值\n",
    "image = imread('image.jpg')\n",
    "width = 150\n",
    "high = 150 \n",
    "image = cv2.resize(image, (width, high), interpolation=cv2.INTER_CUBIC)\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LZbkI19qd5W5ExfR1nGMi+j2/qd2NvfeV6EOIG4fDlvGh934QAPBt3/F6/PF7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\nCxcuhsA1Ci5cuBiC/wFmsBNrTFmtYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15eeaec3cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 5种插值方法：\n",
    "# 兰索斯插值\n",
    "image = imread('image.jpg')\n",
    "width = 150\n",
    "high = 150 \n",
    "image = cv2.resize(image, (width, high), interpolation=cv2.INTER_LANCZOS4)\n",
    "show(image)\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
